{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Create 3D PET-MR brain phantoms using brainweb phantoms and patient T1-MR images\n",
    "\n",
    "### 1- FDG PET and T1/T2 weighted MR brain phantoms using 20 brainweb phantoms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "import numpy as np\n",
    "from brainweb import PETbrainWebPhantom"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# creat FDG activity (pet), attenuation map (mumap), t1 and t2 weighted MR image for mMR scanner (default), include 10 lesions with random radii,\n",
    "# see 'PETbrainWebPhantom' for default values\n",
    "\n",
    "phantom_number= 0 # [0-19]\n",
    "phanPath = r'C:\\brainweb-raw' # it downloads the phantom from web and saves it here\n",
    "\n",
    "pet, mumap, t1, t2 = PETbrainWebPhantom(phanPath, phantom_number=phantom_number,voxel_size=None,image_size=None, num_lesions = 10, \\\n",
    "                       lesion_size_mm = [2,10], pet_lesion = True,t1_lesion = True, t2_lesion = False,hot_cold_ratio = 0.5, return_hirez = False)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(<matplotlib.image.AxesImage at 0x16c0f1b2860>, (-0.5, 135.5, 135.5, -0.5))"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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yuVEbUI3DW2+9dZHcX9qskU022QSAxRZbrNl9FAqFsE156aWXmlw3Z86cFh5huu23377V9t3R5Dk3cudQg/j1r38NUHVh6ZtuugkoRazj+vXrxx577AHAO++8A9Qmylypzp07h18OoydhUGw8pk6dCsCOO+5Y8b7dSdS8ev9C5rao9f3gBz8AoHv37lXd/sEHHwTg888/T7y+V69eYeH63/72t0C+Dp9amzNnTnjC8vzzzze5bsMNNwzbJ514VcKdRM2r97YIdw61OnUCVVtYWp04aV+a5s+fH34hUhu0KKaVVWLOnDnh8VdSCkDcSZRL+/qjV8HnRq3vn//8J1AawGoNPXr0AEoD7Hk6fGpt/vz5vP7660D597SWcidR8zytzMzMzMzMzMzMMjk51AFpNOuwww6r6vbxhMzRRx/NfffdBxCmg6ZNmwbA+++/D7RNSiivtdZaC4DJkyeHxdw22mgjgLD3evjw4QAMHjy42f3ddddd4eO2pup9tN5tUW0ppqx2o1LxhMyPfvQjnnvuOQC22WYbADbeeGMADj/8cAC6detW1X0tChdddBFQnAJ3+eWXA6X2SW2KkkSrrLJKs/t76qmnGDduXGscat2r97YIJ4dqSlMd0tLPzYlPS585c2aYfpw9ezZQWgK+LZKKlVJKKAiCsJ3WVFlNi9M2X3/9dbP76927d9Vp0AZQ722Rz41qrFevXkBp0YxKKYGY9R1eS9sPGjQISJ/G2h68/fbbAMydO5cZM2a0eH+nnnoqTz/9dIv30xE5OWRmZmZmZmZmZpmcHOpAogWg83r99dfDGh5p+/vyyy/DXt1q5+a3F+o5/+yzzwB49913y7bRnNUuXboAsP7665dto1H+u+66q1WOs17V+2i926LaiBaAzmvMmDFhgfu0/a255pqccsopQMuXuW9rakuVgHr22WfLttlwww2BUru1xhprlG3zv//9D8CjZDH13hbh5FBNVJOs69q1a2pxVtXIWGyxxaouLN9eKQGuBFRUvJisUkZRSg61Zs2UOlXvbZHPjWokaaGKWujRo0f4XaVWCaGnnnoKyP7ep5pFSjovtthiLLfcci26X/VLvPjii0B1tdCgdE506qmntuh4Ohonh8zMzMzMzMzMLJOTQ3Xu0EMPZemll252O/XAqic12hO8zjrrAPDd734XgE8++QSA8ePH1/RY2yP1emtO/TvvvBPWU9LzOn36dAB22GEHADbYYANuu+02AIYMGQIQ1jJqdPU+Wu+2qHq77rprrtUQtZrhqFGjgKZLKQ8YMACAoUOHAqXE0K677lrLQ22XNGq/wQYbAPDxxx8zc+ZMoLTKpJafVp2lNdZYg0ceeST8HeCZZ55ZdAfdjtV7W4STQ1WbNGlSrjqIqk+WVKdM5wQatVaSqN4Ti5WYO3cuUExRK42g9lr/V6Jo3rx5YZJK3ytUV8WcHGpkN910E8svv3xN97naaqsBsOKKK+a+zdSpU8PvM/qeJ+uuu274+xtvvFGDIyy38sorA/nqKUapPXniiSequt/HH38cgDPOOKOq23c0Tg6ZmZmZmZmZmVkmJ4fqzE477QTAeuut1+y2SXVxfvCDHwClXuexY8cyefLkWh9mxXr37h32rKvXWvU2tttuO6BYH+j+++9v1eNYfPHFefjhhwHYc889gdJKJCNGjAi300oBqhfSo0cPwAmieh+td1uU36abbgqU2pIsSXVxttpqKwD69+8PFFcb02VtTbWPlNDRcd94440ArLDCCq0+j33KlCn06dMHgG233RYojdK/8MIL4XZqi1RvQKP3jZ4gqve2CCeHclPad9asWc1um7SiWHxVru7du4c1B9vSe++9F67OeOCBBwJwzTXXAKVzjgcffJArr7yyVY+jUCiE7YzOh/T/pBXKlDhSMtsJIieHGsnxxx8PwPe+972a7G/gwIH07du34tuNGTMGaJ+zQJQ81HeoSsydOzdsFyvhBFFRnnMjdw61czvvvDPQNPLXnPhS9Ntuu2344dweOoKi1HhuvPHGYWz7zDPPBOC0005rsu2sWbP4wx/+0OQyLfu86qqrAqVpF1A6YUwq9JqHThhfeeUVoFSg+phjjgmf43gR8Hnz5oXLVTeiev9C5rYoXSWdQRJfin7IkCFccsklAO2mI0h0wvDhhx+GxVZvvvlmAPbbb78m23br1o1rr722yWUq7K+Ck9GCtpq6+6Mf/aiqY3vooYcA2HHHHYHSF9y99torfI7jRcC//vpr/vnPf1Z1fx1BvbdFuHMoVSWdQRJfin7u3LnhF5T20BEEpekThx56KAAHHXRQOL1dRV4//fTTJreZMmVK2Resiy++GChOr4PSAhxQar9PPvnkFh2jOofkiy++CJ9jFe2WTp061XxaTZ2p97bI50YZ9D1ApTmqNXDgQICqOoLefPNNPv/8cyB7efv2qtrOIj3mSqbCzZ49u2Ydd/XI08rMzMzMzMzMzCyTk0PtWN6l6eNJoYMPPhgoTeVQDLg9iPfWKo0QHWV/8skngfIe5CeffJL77rsvcX/qaZ88eXKTArdR8dvmpah5dCqHRu5V9PKoo44C4N///jcff/xxVffTEdT7aL3bomR5l6aPJ4X0/tS0h/Y0ehyPFo8dOxYovd8B1lprLQBGjx7dZNu11lqrLNmo/c2YMQOApZZaKnVJ2fht89LoWHRasaZuaJEBpZOeeuqpspRBI6n3tggnhxLlXZo+nhRSqljTyWq13HMtHHLIIYn/jz6G888/H4Djjjuuybbnn38+V199deLtBw0aBBTbr7TlqOO3rSUV1F9iiSXo2bNnq91PHaj3tsjnRilaujS9vgNFp7nmoe8j1S7z3p5pAQ5N689D7btKAjRn++23r/zAOggnh8zMzMzMzMzMLFPntj4AKznmmGOAfPPfNYo0f/78cH66io/FR7mrpVF+La0MlaVvNDI3fPjwMGkjW2yxBUDZ5dXSCL9+QmnJVRWTHTJkCK+99lrF+9bfQ0Vhn3jiibJlcq+44gqgWHNIia94osusXuy1115AvvfnbbfdBhTfb1pyXpclFSuthhKu0Zpj1aRvzjnnnLIkpdrNtMRhpVTnQz+j1D49++yzYRtYCdWe02NYYoklyhIBd999N1BMNSrxFU90mdULFVPNk3KPJm00kqwC7RqNbqmXXnoJgL/97W/hZZWkb9TOHHXUUWGBeTniiCMA6Nq1a0sPEyjVrNRPKD2PF1xwAVA89nhyqVaWWmqp8HclvrQAgVk90sI00dkOldh6662BUuK3UlrOvT3M+mktartVQHro0KFAsdZjGrXven6feuqpzPtQ4quRE0RZnBwyMzMzMzMzM2tgTg61sS5duoSJoSxafUJLhCqVc/zxx/P888/X9JiyqrjrujwJol122aXsso022gjITiTEUzl56HmJ9ixHl80GWHbZZcPflYZ69dVXc9+HRui32mqrcN9KFWl1o65du/Lmm28COEFkdaVz585hYiiLVsBSbR6tWnPAAQdw3XXX1fSYspYc1XV5EkRJ+/noo4+A7MRQ2khV1qhdvB4ZNE00Ajz//PNhckhtSSWrtymRFV1iOn6/Xbp04cMPPwRwgsjqSqFQyLX8spIpWStn1UpWukbX5UkQ/eIXvyi77IADDgCyE0PVpIlU8yea4FFiSKKr/Fx11VVAabW0WikUCuG5khNEVm8WX3zxMDFUjU6dOlW0CpfOCar5LtQRxZet32abbVJrximRtd1224XJoyxOECVz51AbyVNs+ssvv+Tyyy9vcpkKH48cORKg4o6h3r17A7D55psD8N5774XTKoYNG5Z4m0033TSMUGqJUk1ryFOMrVOnTqy99tpAKeKdRB0saQW0u3XrFn5ZU2eQqDhbUgOsArGLLbYYAwYMACrrFEqiL3JqxHVyOm/evPA+tGS3Ov8uvPDCFt2nWWvIU2x6zpw53HXXXU0u++lPfwrADTfc0KL7V8fNgQceGL53/vrXvyZuO3bs2LBTSm1SJV9oFixYwMSJE4HyNiRKHS1aPnrUqFFNrs86adNS0UnTe9VJNHfu3LBdqqRTKEl8aWn9/Prrr+nXrx8Ad955J1CaLnjHHXe06D7NWkOeYtNBEDTp7IDyTpBKO4bee+89AP7yl78AsOuuu7L77rsDxQG4JAcffDA9evQAYMKECQCccsopAPzpT39q9j4XW2yxcLBtmWWWSd1u1qxZAPTp0yfx+iWXXDKchhGfOqe2MV7EGgjb2nnz5oXncbXuFJIgCMI2U38jdf6tsMIKrXKfZi1VbbFpdVBoilMe8+bN49lnn63q/hqNFi2CYidQGl2Xp5NInX9JoYZG5GllZmZmZmZmZmYNzMmhRSxPYkijZ7fccgtHH300AK+//jpQSgxVaocddgDKp0msueaaYXJII/EafdJo1Isvvhgmct5++22gfNnFJZdcMizYHNe1a9fUkTFN6Zg0aRLvv/8+QDgVIm7IkCHhaP/06dMTt0miY546dWru2+S1//77A6X0RN++fcO01z777AOUEgQaqdN0FrO2lCcxNHnyZAAefvjhcIn0G2+8EcguDphFqaDPP/+8yeXXXXddOEVM16lgq9qmVVddNXw/acRZo/ZRadPRvv7667BdS7P00kvTt29foPQcPfDAA022+eSTT8L7GDhwYOb+otQmtAZN6TvwwAMB6NWrV1icWqnQ//3vfwBhoiipaLbZopYnMaTR+G9961tlSaF4kigvpYLi5xP33HNPmBzSdZqW/tlnnwFwzTXXhImce+65ByilfGTSpEn8v//3/xLve8kll2T11VdPvE7nRaNGjeLRRx8FikmlJPvtt1+YTl5llVUSt0mitijtGFoi3m7Pnz8//BspGa50ZlJJALO2VG1iqJpi03r9x6dOWT5KBen7Z3yKMZSmsGZ9zqit2njjjQF4+eWXa3mYdcfJITMzMzMzMzOzBha0h+XwgiBo+4NoZVmJIc3FjhcK3HfffcOR3pbIKjCdZMsttwRKI2Rjxowpq+UTnfPZnBVWWCGswxGXtB8Vuz777LNTt9c2O+64I1AqDB09zqx9p+nSpUtY06QSGslUwisq/rfvyAWqC4VCebd9HWmEtigrMaQRay1FLzvssAMPPfRQi+87q8B0EqUaVUOkb9++ZbV84sWes0ybNi1s1+KS9qMk03777Ze6vbY577zzgFLiMnqcWfuutTXWWAMgTGJGxf/2HblAdb23RUCHb4vyJIbi9YNmzZqVWbswr0qXb9cy8++++y5QTFPGa/mcf/75ufe34YYbptbLSNqPil0rCZ20vbZRbUqldKLHmbXvNHPnzq0q2aNzKZ2fRal+pXTwAtX13hY1xLlRtYmhrLo3aVRj1XWGamu99dYDisnpuDy1h6QjF6jOc27k5JCZmZmZmZmZWQNzzaFWNGjQoGZTO6+//no4p1wrX6y77roALU4NaQS5Upovq1H7vLS0oH4qlZaUGtKy8FHxFFueJZ41IpX0WLX0q3roo/QYV155ZaBp3RCNVFYyqq759Ouvv35Zekg1C7T89AknnNCh00PW/gwYMIChQ4dmbvPBBx/wyiuvAKVVBZurz5NXtXW2lGRSDaA8ou2Ibq956EmpoaQlUeM1A9S+ZLWJeq4+/fTTsuuUDlWdjSSq73TZZZeFl3311VcA/PnPf069XZyOcY011ihLDynhqPn1++67b4dOD1n7M3v27Gbr/3Xt2jV8jeo9rPdpS1ND//73v6u6nc4nHn744Ypup7ZE5ypqC5LSBlnnKnLRRRcBhPUokygxlLQCrepFJq0Kq/MynZNGE6RaufHMM89Mvd84Peavv/66LD0UP08cN25cR08PWTs0fPjwcJXBSlSaFlJCKOk9brWjlWWT/j6VrF722GOPdej0UHOcHDIzMzMzMzMza2BODrUCrRaj1S2SXHvttQBMmTIl7J2sptZNlilTpgDFFclkpZVWAkorZ1VSO6g5musZrxGQ5JlnngGajqhrdF9pq3hiaPz48WEqR6uviUa1ojbffHOgVHtjwoQJ9OnTB4BNN9008bi22WabcC7873//ewDOOussoDSKP23atHA/cUsttRS77rorADNmzADgqquuarLNCSecwC677ALAiBGKszRgAAAgAElEQVQjEvdjVgs777wzAD179kzd5v777weKr9chQ4YA8Oqrr9b0ONTeRGlFMrVTldQOyhIEAR9//DFQWjUni1JBSirMmTMnHEFXjaR4YmjppZfmd7/7HVBafU0j4EkrKX7wwQdAKQG19NJLh9fF6zBpP++99154TD/72c+A0ueGjBw5kg033DDxcY0ZMyZsQ5Vquvfee5tss++++4bt5PPPP5+4H7NaUKIu6zxHK6V26tSpbMWrWlEyWyuMAWy22WZAqd5iJbWDmrP33nsDyecocWpLVN9n7ty5YVukGknxOkcjR44Mr9Pqa7L++uuX3cevfvUroJSAGjVqFO+88w5QqpsWd9xxxzFx4kSgdM64ySabAKVEdJYuXbqE509KDOlvLV988QXTpk0Dsj+vzGpB5+WVrtZXTX2hiRMnOjG0iD3++OOpf6vtttsuV3ro5JNPBkrfARuJO4dq6Cc/+QmQ3SmkD2F9Idpjjz3C6QTV0smOOn5EyxQ/99xz4ZSSTz75BChFlTfccENGjhzZovsXdfRUQo99xRVXbPb2H3zwQfjlSidP8ULZU6ZMYZlllmlymZa6fv7558MvQhK/vfYBpWKZ+oKtk8m0jiHRCY6mxe2xxx4A3HXXXQCMHTuWwYMHA+4cstYxfPhwIPskWx0o6sT817/+Fb5Wq6VpafFOCC0zetppp4WdISoYqGkjH330UWInUjWSpoo1R23DI4880uxStH379uWpp54CSp1c7733XpNtllpqqXAal6hTKPo8SLzQNpS+QPXu3Tu8HZQ6lNI6hkTHqOdD7Z2+4E2YMCFc/tqdQ9YaNJUzq1NIU470Op03b16LO4Wuv/56oHwAbKONNgLgpJNOCqdrvvDCC0Bp6tj+++/PDTfc0KL7l2q+FOqc7o033giXuk7z+OOPh+2MOqbjHUhjxowpm3qv6RdJ09zjt4fSINtLL70EwM033wzAFVdc0fwDorwTSdPaNM2tc+fOzJo1C3DnkLWeSy65BKisU2i11VZjxRVXrPi+VLxe38Vs0dI5rsqHROWZYqYFjxqxc8jTyszMzMzMzMzMGpiTQzWgxNDyyy+fuo1GZtZee22gNGWqpamhQYMGlSWGpF+/fkBxOpaWcNeUrQ8//BAoLjOv0WQlCKpJAEFlo/V6/ErX9OvXj1VXXbXZ2+kxafqLvPzyy0BxNCo+Oq5CcNFisPHEkNILOp6k6/TcTZgwIUwXZRUN1+vipptuanL5mDFjwse68cYbNzl+s5ZQYiienotSAWKNpsQLwVfrnXfeKUsMyRNPPAEUR2vi6Rcl8aZOnRqmZ5QaqCYBVKl4YmfGjBm52mW1LxqdEqWfunXrFu47vux91v1L0jQ7PR967oYNGxa2hfFpGlAqxK2/eXwp+3HjxoWfW/ps0minWUsoMZSVnNEU9HiqSAmeat1+++2pU+aVbhw6dGi4hLumZSlpt8EGG4TpGSWIm0vwpKmkDTv22GMBuOCCC4Biykmpyyx6TPvss0+Ty6+77jqgmG7U49GUOU2ZiD6ueGJInw06niidJ+q523zzzcMSBkmJbNH9KTEkXbp0CfepabBJbZpZNZQYUmo/j0qnkGkWhkpTWNvS99yk5JDo+7Nm1STZa6+9ALjjjjtqeHTtm5NDZmZmZmZmZmYNzMmhGsiTGFLiJWtEvxLqCVW9iCgVCtTc8I022ogHH3wQKF9SOSkpk0c8+QOl5dzz0GiaambkGSFKGo168cUXgezCsxqF2nHHHVOLQlbyPOQt1qtEwS9+8QsAbr31VgDefPNNdtppJ4CwGLmTQ1YLeRJDqvVT7fLycap3cfvtt5ddN3bsWIAwKXfGGWeE6RnVoFCh0moLUsfTOZCvEHWcno88CYGktI8eY3zJ5iRnnHFGYuFqqOx5iBftT6NEgeqGaA792LFjw+L8G2ywAeDkkNVGnsSQii3nec/koYSizneifv7znwPw97//HSgWf1aaIFqMHuDiiy+u6v6POuqostvr3C8PJf32339/oPn6hpBcH0jFduM1z6JWWGEFAI444ohwMZG4pMRQGiWImqN6kao5pM+BaNFqtY1ODlmttFZi6IMPPsicQWDtm87b1FaqZmzUYYcdBjg5ZGZmZmZmZmZmDSKoVb2JFh1EELT9QVThhBNOyLz+nHPOCefOpy2dXi3Vv0kST9hE596r9pCSO1pSvTlpc8hVj2dR1AaJUo2C5557rsnl22yzTbhqUNIKAfHHoSSV6hIl0TYPPPBA9QdMKdF1wQUXcMwxxwClEVONmGkp23pVKBSCtj6GlqjXtiheSybulltuCdOCWasGVSO+6lZUPGETTcXE6+9k7Sdrn21NK5vFVz8ZPXp0mBro0aNH2e3ij0NtaHxVoahvfetbQPmS1ZX68Y9/DBTTXppPr9eH0hNaXbFe1XtbBNRlW6QaPWmUGmoNWemVeMImuly9ag/pfPjQQw/NdX9JqR1ou/MivXcvu+yyJpcfd9xxYZrqzTffLLtd/HEoPXnppZem3pcSP0pfVUsj9tHVHfV30POXlc6vE/XeFtXtudFjjz2We9tKEkOabVBtjVZb9JS0jtafjctavUy1pHbfffeaHteilufcyMkhMzMzMzMzM7MG5ppDVTr44INTr1Odoa5du9YsMZSVFBLNV4/bZpttwvRQnv1UYlGPjKlGgX6qB3iLLbYIt0lKDKXJSgxp9Ozhhx8GSo91k002CWsE6TjyUA2oPn36lCWEtEqJWaWy3tOqM9S5c+eaJYbSEj6FQiFsg9ISqaNHjw7TQ3mTQu2V2gP9VFuguj6QnBhKk5UYUp2oI488ssnl9957L9///vdz34fcdtttQLE2y7/+9a8m1+29994V788Msj97WyMxlKfOTdp50XHHHRemh/LWy8mrrZLUqvOkuj6HH354uE1SYihNVmJIbdp5550HlFJSF154Ydg+VVJDSrUqFyxYUFa30qs+WUtcf/31ubarJDGkFQ0rOfe39kFpryAIUleB1GshKUHUmqnX9sadQxVSgTydrEepU0gfcOuvv36L7mvHHXes6EM2a9uePXsCycW26ommcOiEL9opBNlTZnTb5ugES51CKhodXXp15513BkrT9Cqx7777hsWqXcjOqqVYf9IHljqFtI2Kf1br/PPPDwu7pwmCIOwUyjpxmjVrFlCaIlWv9KVIP6OdQpDd3ug2WQqFQthu60vXlVdeCcDEiRPD7bSMdXyaXh4HHXRQ2NGtpcfNKqX3e9IUC7VPahvSOmvyOvrooytqz+JLpkcNGDAAqF1x/raicz8NlkU7haA0bT1J1hSLKJ37qlPopJNOAmDKlCnhNr/+9a+B0jS9SsyePTtsM/Oeq5kl0cIcK664YrPb5u0YyppuZPWlUCiEneVphcq7d++e2m42NwjaEXhamZmZmZmZmZlZA3NB6golFaHWKP2MGTOA0pLAeUaH88ozHSytaHQSRSM7deoUjk5//vnnTbbRa6OS/ba1cePGhctnxyU9jmixbtEIQZ4RhREjRgCw9NJLA8UpZ7r/MWPGpN5O2yuGrxHMVVZZBSil0OpNvReBrae2KKkItdJuSueowGctpznkmQ5WSdHoNddcEyi2NzrutCWMVWy+HvTq1St1Keqk5ydpCXulgfI85/Hk0F/+8hf2228/APr37596uy233BKAqVOnAqWlt5dbbjmg9PlWb+q9LaKOClInFaFWMlBtT0sTQ0nyTAdLKxqd5MILLwSKx6zP5Pj5hM7rKtlvW3v55ZcTz3Ug+XFEi3XLWWedBcDJJ5/c7P397W9/A+DDDz8Eis+rFj/JOpfVSL2SQ0qi6WdWO9bO1XtbVFfnRnmKUGtaUZ526emnn3bh6Q5KC4kktS3NpcU0q6TeuCC1mZmZmZmZmZllcs2hnJIKBr/99ttAadRMyZRqE0OaGx/tjUxbPj0pBRNf3j0r8bP11ltXdYztXVLtgKTURFZNlEqK0+lvPXTo0PAyJSGykkOaE60E0Y033ggkJ9PMorQMeZRGaCdPngyU2oKWJoaiiZW0mjZJKZj48u5ZSaJ6SgNVQu/xqKSkbtbfqJqi3dHbXHPNNUB2PaL9998fKC1dryWvk5JpZlHjx48vu0z1b2pVN0aJ5t/+9rfhZfGl2iUpBaM0yuWXX566jRxzzDFVH2d79swzz5RdlvT3Ub3FJHkSQ/F9//nPfw4vU/uSJwWvzy+lz1yY2vJ46KGHmt2mksTQa6+9Bni5+o5MtSKTkkNKUVeyyFFH4eSQmZmZmZmZmVkDc3Iop6QVHbRS1RFHHAGUepmrlTR/caeddkrcVqtdrbzyyuFlSgy1BiVkFvUSrZVKSm2ttNJKZZdVUhMliepzxEfBOnfunGuUQb3Vm222GVAaxdDxr7POOrz11lstOkbrmJLeg88//zxQWi0m7wo0aZISK2kplt69ewNNa5YpMdTIkkYm43XdoDQ6Va0hQ4YA5X+f+fPn50pv/OpXvwJK8+vjbdGAAQPqfjUnax1JSTitkKjVDdPqh+UVTQzJYYcdlritzoGiSV4lhlqDPutb2t62tqSktM49ov773/+26H5UNy1eC6pr166ZqSTRayctKTR79uzM1eessWW9D7t16wbkSwxpJavp06fX5sCsLq299tpAenJop512Sp3dU+/a9zd9MzMzMzMzMzNrVe17uKMd2H333RMvv+6668IR/JYkhrLmX2+zzTapK0wkJYeq2Sav9poY0uj2008/nbpNUnJo2WWXBWDKlCll16lW0yuvvAKUVn6K6tWrV5P/a5WxFVZYIUwFDRo0CCjVpkqi53WfffYB4LzzzgOKtYecHLKorbbaKvHyESNGhK+jtFoceWTVtxk9enTialpQqq2TlIpRsiApXdRRpT1PkPz4NUq+1FJLlV2nhKNWTtLoZ1T880d1p6ZOnRqmkjQSOnjw4NRj02voO9/5DgC33XYbUKw95OSQRaW9j6MpoZYkhrJWITvuuOMSV9OC5ORQNdvk1V4TQ2p3L7jggtRtNt9887LLdM6ic5go1Wq6/vrrgeRzp3giW7UtN9hgAx599FGg1K4k1c6Lmz17NgDf/va3gWKb5uSQxeWpzZfn/a6kUNJr2zq2SlaplpNOOqnDJofa5ydbO6LiwnGfffZZ6pe1PDbaaKNmt3nyySfDjoq0TqIstewcqkdZHwb6QquIqU6mokW843+j6N9A16lgouLlnTp1CqfUKIr42WefAckfODpR1bLRZmlWXHHFxMunT5+eOL0jr+aW64Rih4dO/LM6P+L0/srqQGoESV+2RNNv9DfUcxb9ohXvnNHfoFAohNdp2kZ0KpnaoDvvvBPI7hy6+eabgfpdntUWHRV5jmvpIFKeKWDnn39+2FGR1kmUpZadQ/UobUoepE8HjhbxPuCAA5pcF/0b6Dq193PmzAGKnWjDhw8HSh1W6623HgADBw4suz91BqlzyCxL1uI7lXzZb2lpEOuY9BrKc67cUbTPOIiZmZmZmZmZmS0STg5lSBoFU/rjoIMOyhwNrpWRI0cCVJUg0lSEqLlz5wLJ0xPqkf5Gen4WLFhQ0eilYs95bLnllkDxOYxHm6Pxct1/nz59gFLKKCt+qL/Vb37zm3DbLbbYAoBnn3029zFax5RURFER6F122WWRHIMSiNUkiDTVKUrvmY62TGy1xe7fe++93NuOGTMGKD6H8UKvScVnZ8yYAcBf/vIXAE488cTUfSvFqKmuL774Ypg40vQ0syh95s2aNStM07amG2+8EaCqBJE+x6NmzpwJJE/trEf6vNDzU+l5UTQp1JwjjzwSKCYge/bs2eS6xRdfvOyY9Llx6aWXAvDXv/41dd/6bNDU2+7du4e/K11kjS3PogvNaaREiGXT+VPe19WBBx4IFEvNdCRODpmZmZmZmZmZNTAnhzIoxRF17bXXArDtttvm2sewYcOA0giK5mA/8sgjQNOC1EnpINWjiCeIkmh0d9y4cUByIeaOkhhK05qFs9WTnLcgop5rJSS6dOkCwNdff516GxWkhmJRanByyEopjqgRI0YA2a+nKI3Qqu6Pkm2qQfHEE0+E2yalg9SGxRNESdQGaSR56tSpZdt0tMTQoqRC/HmWh4bSaFharZgkt956a/j7vvvuCzg5ZKX3dlSlxaf12TZt2jSgtMDD2WefDcChhx4abpuUDlIdv5tuuqnJNkn23HNPoJiAg+Ql3DtKYihNa54X6bwmnhpKo8SPzoXzpNmjKSEnhyzq4YcfTr0u7/c0M3nqqaeA/LWqDjroIMDJITMzMzMzMzMz60CcHMrp9ddfB2CHHXYASqMeWZ5++umypeo1+h5deah79+5NttEqGqNHjw5H3JUgyqLRt/gy61aiVFZWAqu1aBWgBx98sOw6raDSUeuwWO2o3szGG28M5FtOOQgCTj/99CaXqQ6QRm7jv0Npla3lllsurCUSrSORZtasWU1+WjmlsqqtUdQSSigmpWO1atntt98OJNcwMgPo2rUrUDofytM2QCkxJDrP0ecgwNJLL91kGyUc77///nCFvk8//bTZ+1LSsVFXbc1DqaxKag3VilJkF198cdl1TgdZSyTVaoxzvSHLq5FWLXPnUE6PPfYYAN///veBfJ1DWUvdaxlPgE022QTIV2y6LTs32iNNr8gbm87zvOnLkH6+/PLLTa5Xoei049GxqMi0YviKX2c59thjATjnnHO4//77gdJrZdSoUc3e3jo+Lbf66KOP5r5NoVDgjDPOSLzuz3/+c/i7vnTlKTbdlp0bHUGe501tiU5yV1lllSbX510UQR2BGjjIM9iw9957A3DLLbeEX9pXW201AD744INc92sdmzqD8k5tbc7f//738Pef//znQL5i023ZudEeFQoFIN+XY8j3vOlvrJ8qsSCHH3545vHoWDT4+dJLLwH5lquPTiXTYKoGHhZFAXSrLwMHDmzrQ7AGo76Be++9t42PpDY8rczMzMzMzMzMrIE5OZSTRkuSlmSOUxIoqcihkisaie3atWvNRt0aUa0KLT7zzDNAy6dQRI9Hv2u0Pqkob5xG9IMg4K233gKcErOmNOVw6623bnZbjWL873//K7tOyZXVV1893G8tloW1llljjTWA1ikiq/YlTwFhpYSCIAgTZeuvv37Nj8nqX55U7IUXXgjAhAkTyq5TcuWyyy4DimmQSoqnW1N5E0PN0SIGeQvfp4kej6ZBKwX54YcfNnv76OeSXmueem9p+vbt2+w2eWZqWON65ZVX2GijjRKv03RXJRqhWHqhI3FyyMzMzMzMzMysgTk5lEBL0wFMnDgRgOWXX77Z26277roALLvssmXXaeREyRQtO1/pfOlajQi1N19++WX42BblHPIZM2YATRNDkyZNAqBfv35Nts0q/KvaR1A+4q/E0AMPPNDs8bzxxhtAqWYAlJbe9UhH49lll13C37UE/ZFHHtns7VTP4ZVXXim7Tq8tvU5VEytPHbWk/XQ00SWV4wW6W5Pqt0TbD6UG4+/9ahOOSgyddtppzW575plnAvDHP/4xvGzQoEFAaYEGaxzR4s+VJAy1xO+bb76Zuo3S0z/84Q+BfCP/UYvyvEjLY0fTNOeeey4AW265ZU3va/LkyeFjW2aZZWq67yz6TIg+Ro2ixz9TVJQ8idI9nTp1KjsvUmJIabEsSeeEM2fOBKBHjx7N3t46nquvvrrssv79+zd7u0YoJmwtN3PmzNSk9YYbbgg0fS3tt99+AFx11VWL5gBbmZNDZmZmZmZmZmYNzMmhBH369Al/f/rppwFYddVVm73dSiutVHaZRkuUQlFtm2rlqTNSTzQCPnLkyHAe55AhQxbZ/b/77rtll+lvpRG7rOdcI2Ma+XzppZfKVvT57LPPmmybx/HHH88FF1yQe3vrmKLLOStVlieBppXuopRu0zxp1bap1nvvvdei27c30VUGVe/kk08+WWT3n5ROVWJIKa2s51zHH63pobSHkhibb755xce1zz77hMvaW+OK1kaMpuua89RTT5VdpteokmiXXHJJi45Nq3y2pptuuglIrr9z/PHHA6Vaki2l5/qGG24I24V99tmnJvvOI+nzQ4khtTPHHHNM6u2VuNRKZNdee23ZMtBahTUreRT3xRdfeHl7A0o18aJUPzGJE0NWKdXqbMTV75wcMjMzMzMzMzNrYE4ONUOrtOSZy5pEo/VJK3RUYlGuWKXR6rXWWgtInv8/a9YsoDQX/JtvvsmsyZMmWisgTzpL1KN7xRVXALDzzjsDlSerVlxxRQDef//98DKNjKVVqo8aOXIk0LReixJDovovlQiCIFzlTPdhjU31z6ql13U0jVQNrXK2KKgN0mOPrg4hSjFotLpTp05NaoDlFb2N0n556H2qlX1OP/10oPJklWqTRdtbHZM+h7IouRpNdcTb7p122qmiY4JiW6TR+o6WFrPqVPNZH6UU7ahRo1q0H61ytij87W9/a3abKVOmAKX6QHPnzq0oZSXRmk6VnPvpXEP1Lw477DCg8mSV6hw+8sgj4WX6mx9wwAHN3v7GG28ESjUdoTy5cdRRR1V0TKI2sZLEkTWueqyNqO9F9XjsHYmS142YHHLnUMSwYcPKLtOJf5Y8ywLrZCg+JaRz585VnbBXSh0WSVObooUmo/QlMKlzSMVTW0pfWPOcAD377LPcd999QKnR1LQ0xbmb6xzSyWg81h7tHNK0tu7du6fuRxHrpCK+06ZNA0oneN/73vfKttHjvueeexL3P2HChLCwuU7QFC9vaUejtX8qeBe19tpr12Tfel2feOKJZdedccYZNbmPLHpdJy3VnlZcVMuEJnUO1bpodJ7Or9VXX50//OEPidepc0hf0NJowCE+gBBtbzWtLTqlJ27AgAFA8lQfLZKg6R1Jf1/df9rffrfddgvbV7V7+vKrL8PWcU2fPr3sMn3+ZhWC1sIOWXQeoY5VmTdvXtix0Zoee+wxILkNefvtt5v8f4cddgBgxIgRqfuLd7xXWyhbbWOezq/LLruM888/Hyh1puvc44QTTgCan9J+xx13AKU2ZLfddgOadg5pWlvW4ML1118PNO0UEk350TnTIYccUraNjjutI65bt27hOZ9eO5rm586ixpC0IEfWufoTTzzRmofTKtwp1L6oQH88JLLSSiuVlR7Qd8r450e98bQyMzMzMzMzM7MG5uRQRJcuXcou22uvvQB46623Um+nUVnRaFGXLl3CUQ0lVZJSJK3tueeeyxx5rkZ8KdukFECt6Pm95557UqeLaJnv8ePHs8IKK6TuS6NNGtVMel6U/ElLhC1YsCCcVpdES7QmpT9EvctpyaHJkyeXveb23XdfAM4777zU/VrHkDRtQ21RJaIJO+1TI7eLIiUUt9pqq7V4SkpzqplSlpdGp9NSQ1F9+/ZNTWVCaTRfaamk5cE1bTcrHZU2bSUIgnBp8Ky/dXNJxK222qpsWptSFLfeemvmba3+JY1i6zM5aYlxUUJQdF60xBJLhJ+fel0npUha2+WXXx4Wns9D5wNKcL777rvhe+/RRx8Fys+DWrOt0zTUiy++OPX8a8011wTgrrvuClNFSTRtVOccSc+L2oD431UWLFiQmiQMgoDhw4cDxec9ze677556HRTPqeOPdfLkyQCZ533WcSTNWnBqzFqTZt7Ek0P9+vUrSw5dfPHFQOkcqV45OWRmZmZmZmZm1sCcHIpYZZVVmvx/wYIFuRIxu+yyS5P/a6QtuuSpRlQ04pa07L2oZ3zTTTfNcdQlKlz85ZdfVnS7NBtvvHHZZVpOW7UsZOrUqWEdilrTcvN5EgHNjQTG6yAkLT2rItVpsl4T9913X5gO07LRL7zwAlB6XWyzzTZh0e8se+yxB1Ac9Wvufq1jiS9rvmDBglz1K+IJEd0mOoKtRJvq+Nx7772p+1OybuzYsTmOumTllVcGalebTGm8KI3iaD64LLnkkjVrA+P0nOXRXN2AeH2lpGV4lQ6oxu9///vw9aCRLxX91+ti9OjRmYkCUU04tVvV1lKx+pNUVy+PX/ziF03+r/dDNHWrQp86d8j6XFxqqaUAOPTQQys6DhVHrqTIfJZzzjkHoMn5zp133gnAnnvu2WTbsWPHZi6v3RJabn6rrbZqdtvx48dnvs/jKeWkdE9z56NZ5ydXXXVVmA775S9/GV4GpfO64447Lqyd9N3vfjd1XzqHXmKJJQDXZ2k0Oq82W1QqaWOSEuD1yN82zczMzMzMzMwamJNDEfEaM+edd17mqExa/SDNSf/444/DJItG35S8URpmxx13LLt9JSN1zz//PGeffTaQvlzpiy++WDbqoxHkrERAtJZFfEQvT/IlusR0tWkoqCwJFU1/vfzyy0B5TahaiI+ki+bVQ2kedHMrqKXRKkTWeOKrb9x2222ZoxdpNWW0BHyvXr3C92OfPn0A2GijjZr8TNpHUh22NKuttlq4yszhhx+euM1pp51Wdj+qy5O0KqJEV9tRHQ2lV/IkX3T7zp07V52GgsqSUNH6G3ovq02oZfJGq6vFn4cLL7wwfM3o8Ve7FH0liSnrWLQ6lKg+TZq0+kFKgzz77LPhCmg9e/YESsujK3lz9NFHl91+5syZuY/5iiuu4KSTTgLSE0PHHnssF1xwQZPL0j7Xo6KJPyVd0v6fROeZX375ZdVpKKgsCRU9B7n22muBUm3FWtLqavHn4Zhjjgl/V52q6GWVaG7lNevYklaQ3mCDDRK31fcts5aIzypqBE4OmZmZmZmZmZk1MCeHWoFSQVGqjxGvdp4kz6jyxx9/DBTrGmkkPTo6HpWU1tEo/dixY8P701zJLbbYAijNBc8aRdNt4qOL8cuUhnr22Web3EeWalcdypNqSpO2EkcajWKoNki3bt2aTQp99dVXza4QFKXRTLNKJSU+/vvf/zb5GaWkidqEPHOte/fuDRTbAo1mn3vuuQBlq/olpZOUCFlRW6cAACAASURBVOjbt294f3rvv//++022zUoJ6TZBEJS1odH/Kw2lWiDx+6ilPKmmNDNmzKhoeyUslUyYPn16s0mhrl27MmzYsNz3sf7661d0TGaiGjlRzzzzTJOfLaXzi9mzZ4d125TCjNcjjKeGANZZZx2geA4RXXUW4IgjjgBKbWJWSkjnYEkpl2gtSrV9l112GQCHHXZY+oNbqNrkTJ5UU5pK2zGNtKtW3OzZs8NUUZpp06ax2Wab5b6PrBUczaD6emlmUVqRTLU0G4E7h4AhQ4bUdH9qkCotxlpJJ0C040WFACspmvXSSy+Fv6ujRh09Kk6o5eHzHkdc0klMJSc2Tz/9dJP/77LLLowYMSL37fP8HTTNI1rkTl8y33nnHaDUICQtbT948ODcx6P9du/ePTxxffXVV1O31wmmOrsqOXGy+lTr4qWaQjZ58uSyjp8k0ULFean9ie63kuLp0ciuOmr0XtHyxEnvvbTjSJJUJLCSwoHxL0d/+tOfOOWUU3LfPvp3SKO2UcWjo/Q8aKpa0hej8ePH5z4emTdvHo888giQXdhWz+3rr78OwKBBgyq+L6sv8Y7dlooPpOTVXKdCVPT8Qu1dJW2RplxBaWqszhHuvvtuIN901KzznGjnkFTyJVZLJcuvfvUrrrjiity311S+rGllmvql4tFQej7/85//ADB06FAgeUBNi2nkof327NkzXLwjzzS7aNkC6/h22223im/TGiUlrPE0t0hRR+RpZWZmZmZmZmZmDczJIWC77bar6nYqbCoPPvggUBp1qXa/eajA6bhx49hll12A9NGqQYMG8fbbbze5TEUVl1xyybIR9EqnM8QpTfPmm2+2aD8SLeCoZIVG8u+77z6gNCoZfSzxxFB8yWuA/fbbr8n/582bx6mnntrkMo1Q/eEPf6jouLOmt1VSTHK99dar6H6tfqUVVmyOCptKfLT9jDPOaLXlx5WG6dWrVzhtTMsMx40fPz5MwUi0aH98Kmm8MHel9J7PM503j+jUFBX7vvLKK4Fise2o6GOJJ4ZGjx6dOfUEisnB66+/PvG6eLvVnKxpIZtssknu/ay22moV3a/VLxWNrpTOf+Siiy4CSp95lSTuKqUU9MsvvxymT9KSw7vuuiv33HNPk8vUNi277LJhYkiqSeZF/fCHPwTgX//6V4v2I/369QNg0qRJYaL6zjvvBODqq68GSknM6MIC8cTQcccdVzYlNW7WrFlhO6Gpd2oLNXUsr6zpbZUksePn39ax5ZlyGbfEEkvUPAFpjeejjz4CGmuRICeHzMzMzMzMzMwamJNDlC/XfMsttwDFAoSvvfZa6u0effRRoDTyq2KdtRqlzqJ59FtttVVYmydeiFrefvttttxyS4BwTrfqCQ0cOLBs+0pqFyXJSgxVUldJc9q11PWXX34ZjoA/8MADTbbdeOONU+/j5ptvTr0PXadRuOh+VWi3kpoHUVlFfTVPf9111wWyl9wcNWoU4GKwjSD+Hn744YcB2HvvvTNvF3+N6n2eVHS6tYwePTp8f6bN9V9hhRUYM2YMAKuuuipQGq1OGplvadopqy2upK6SRuCV0OrevXtqYig6Mh6/Dz0/SUkebasaeCeeeGLZNj/96U9zH3NUVr0p1Z9T8fKs9JrqITlB1PHFP7eUCJo5c2ZZUjFKxeh1XqU6PrUqOp1F7edRRx0V1uZJq+dzzz33cOSRRwKl9J9e37vuumvZ9ln1FfPISgxVco6hBIXOsyZNmhQmhi699NIm215yySVAsXZQ/D7UTiUlebStCmX/9a9/Da9TzSUlzJWszivrvEiP6cYbbwSy2zu9vpJqOFnHk/Y6q6SmmJnl43eVmZmZmZmZmVkDc3IogWpJJM1Vj87NVk2JHXfcEShPIEVpJZj4ClzQsqXKO3XqFN4+z5LzmpOv5FC01/35558HWj5CFtevXz+++OKLim+n5zO6Ooj+Nlp++aGHHmryfyg9D5MmTcp9X9/5znea/KyFlVZaCYCPP/647Lo11lijyf+zkkPVrEZnHYPep/H6FwAvvvgiAJtuuml4mUaBtURylF4/Wt48K71SLd0+z5LzSuMk1blQMqXWo4LTp0+vqo6R2sS+ffuGl6mmnJISxx9/PFCsdyJZz4MSDfH2QWnVSusKZdHraJlllim7Tu2kViHKSg55lLZx6Ryiuc8hvUaOPvpoIHvVs2OOOQaACy+8sOy6ahO7UEwQ6fZZNW50jqGVydQmRV/nWgms2iXk0wwePJgJEyZUfDudl0bP95ScVhuk5zO62ljW86B27Sc/+UmTy5VSGjFiBE899RRQSrFWmhgSrQz73HPPlV03fPhwoHReV21S0hqbzn/SZlOYWTa/cxJkfegp9rr55puHX3JUiFpLjSedgOuEvyUdQS0R7ziKHoe++GgKRtJSrXmWDY0WSITSEtXVLgOYdBya+vDJJ58AcNZZZ5Vto+kqSQWo0yjyraKRUPoSW+0XopVXXhlI7hxqTrSwtgpS67Fb48jqcN55552BpktD6wvRvffeC8Arr7wSXqc4v16XLe0Iqla8wyR6HHqvqWiqloCP0pe0rBM/TXlQ4X0VhK50GW1JOo7HH38cKC2xm9SZoymxUm2R35bK6hxqTrQIt9pWTbm1xpF3cEKfXSpErU6J+KIYUJo+1JKOoJaId5hEj0MFj9XxkjT4Fl0sI40KOL/11lsAbL311kBlheCj1EkTpQ5pdVgnte3xc8/oVPw0Z599NgB33313eJmmrsUXA8lL5QKSOoeaE30NajpZrQczrf69/vrrQHFQXp/TZi2lkMO3v/1toPYDBu2JhwHNzMzMzMzMzBpYQyeH0ooqphVThVIkNkqjR1mjstVGcGsh2rup0fboKJ5G6zXVSQkiFWccP358ZmJI4tO44ktW5729EkhJyR+NtmUlsHT8eUb1JJoYklpNodCxKkLep0+fcNQsvnR3lP5uSp0pcm0dT9rS71nvu6wUTDQxFNeWSwBHp+pqWtXyyy8fXqb3g5a91mNUAfeePXvmioorMSSVJoZ0eyWQ4qPjhUIhXML5nHPOSd1PWlKoa9euLL300kDpsS4KShTovmfOnMnqq68ONE0rxsWnAlaberD2Ly2JUWlxeKXmkhJDotdhW4iek6md1dRKKJ0r6XNXSZvHHnsMgFdffTXXuYUSQ5I1bTOJppxr8QoVkI/6+c9/DmQ/n2lJoalTpzJy5EgAdthhhybXRRNDcd/73veA6hJAUEpp6fxm7bXXDgtg52njNdU6reC4dQz67K+EyniY1ZISQ43AySEzMzMzMzMzswbW0MkhLc1aCaVZ+vfvH47ERIuUptG88zw0MvTVV1+Fo3Wap55FyR8tFS2dO3cuSwtMmTIFKKZaNIddI9hKuqgo7KRJk8IaIPGe08GDBwPJy9dXkrx54403wvtQwdy4wYMHh7VDPvroo2b3qVG0PKN7rUEjfqrToYRENC30zjvvJN528ODBHXo+qzWVVPy+OX/6058AOOWUU8Il7/MsF11JEdQBAwYAxVH2eEHrLEoNxNvGOXPmhIlNjfjq/6NHj2bNNdcESskdJV3UNvXo0SNs55RslGjb3BL9+/cPPxuUYowbP358eNxJ9Ygqoccab7drSc+J2s+kRJOK8saddtpprXZc1v5kpVnz0LLnSoRkUb2uPP7+978Dxdeuzi1U0DqL0jBqI2Xu3Lnh+1zJISXjjjvuuLCo87vvvhteBrD99tsDxUSQUg3xlPOee+4JEC4xH1VJkdw777wzrFmoIs1xe+65Z9hO5mn/syjlddRRR7VoP1n0nOg8c8iQIUDThLuKXsdlFTe3jqlnz54V30Y1SbUojFlrUOKyI3JyyMzMzMzMzMysgTV0ciiegnnggQcA2HfffVNvo1Gc/v3750oM5VkRIi66OoxG69OWqR8yZEj4OLSalX5qta9x48ZlrnqkVJJqLT377LNAadR/yy23DNNFqsHx3e9+Fyilg7p27RquHqGRMe3vnXfeYaONNgJKo4mqa6BlpVddddXMOilQrJWSJzEUp1Hzr7/+Okw06Pjjc/RnzJgRrnQg1a4wpySUHpdSYNGUSNbj0YiltGWtGGtd8RSjlqkfNmxY6m1OP/10oJgcyjNirBo5lYjW5dDrN2159o8//jhMAymZop+qx9a7d+9wmdkkSiWpnoTq4WiViDFjxoTHoZSRVmaTb775JmyD1M5of8svv3z4ntOootowtV+TJ09uNlW62GKLtTgxJGmJocUXXzxcWU6qXWFOj0c/9bmixwzZI7TxFRedauy44n9bfUbnTW3kSQwdcMABFR9XNO2mdFPa8uz77LNPmNTVap/6+fTTTwPFNjbrMSmVpHplqoczcOBAAI444gguuOACoLQiqxJDalO+9a1vhfehNkjnBf/5z3848MADAbj11luBUoJJ78Vtt92W66+/PvUYofh3aWliSOKJofvvvx8onS9FVXufaktuuOEGoPS5Eq0T953vfCf19vFz2UprYVl9SUvvStIqivHPeLOWqOR11FFqoDk5ZGZmZmZmZmbWwBo6ObTLLrs0+b9GozTCk2TLLbcMf9cIW3wOeTRpohROfDQuWpOj2mQKFEfp0m6ftNqXJK2sphWTtCrGq6++ChTra4hSSvF6QtERaD0fL7/8MgCPP/44t99+O1Aagfrvf/8LwFlnnQWURvOidB8a8cszIplESZ111lknHJGLH79SOfHUUF5KdkX/FlqtTc+fRji++uor7rvvvmb3qXnToufQOp7NNtusyf/1WslK/EXfc0qExEfCo0mTtFWp1KY988wzVSdTAFZeeeXU2/fu3Tv1dklJIj02tWEauYmmW9ISN9H2WO3uKqusAjStn3PmmWcCcOqppwKw3377AaXabVH6bPjf//4HUJboyUvtzGeffZZaC01/n2rvQ4mqaG0opRX0/Gm0vVu3brlqCsVXotSKTdbx6LVSLZ1HxFd9Vc0egEsvvRQoX41R9Wdee+21JttX6tZbb029vVKZSdRGRmmlQqWCbrrpJqB0fgSldiF+XhFtj5XAuvbaa4HiuY/Sh3p//e1vfwNKtQgvvvjisuNR+6C6PLfcckvq48mimmnDhg1LHRnXudNee+0Vfiap7chTU1LJrujfQqu16fnTfqdPn87VV1/d7D7j59u1SnBa+3TiiSdmXp+UHGvJdyqzONWNzeM3v/lNKx7JotPQnUNxKlyoD58gCMIPUH2B0VStVVddNZyGpiU9JW0KWFR0SlrW9jp5ik7vaI6KTct9993HtttuC5SWd9c2Tz75ZFlDmqdQt44r6curYnXqAIk/P1CaEpP12LUcZdY2eT4E1EH36aefln1J1Ze+pOVY48thatvoSZGm20n0+VRBbxUAToq/xkX/zvEv8WlLDFvHo2mYeg3Mnz8/7AxR58XRRx8NwEUXXcTxxx8PwBlnnNFkP2lTwKKi0wOyttd75/PPP8/1GKDU3shpp53GP/7xD6A0vUBt7FprrVXWuaS2JHoCqN/1flJ7rY6gQqHQpPND9wvlzw+UprhkPXY991nb5OlY05fPb3/726mdQ0lfUPPsW51C0el/8YLemkabZypGdBqP26LGpfdg9PNLf//46wJKHRqHHHJIk8vTpoBFRQeAsrbX6zipsHqaeGfy1VdfHXYMT5w4ESgVpD7//PPLOpeSltSOt0V6TyctMKAp+eoAiT8/UOq4uuqqq1Ifh9r9rOcnT8eapsm9+eabYee5qC29/PLLw8v0WONTz6KvC22jYt4SfT5V0Ft/6zznRVnbeFpZY1uwYEE47VyD13ofJ32WdhTxtsdqL60DPDowG9dRptx7WpmZmZmZmZmZWQNr6OTQbbfdBsD+++8PwCWXXAI0HXWJj5AmxcuUTNliiy1qenzvvPNOWPxQNFUrq9B1fMpYUnInKp7M0dSH3//+9+FlStFoXy+88ELq/pQYSpq6Jkm3ryYKmpQq0rGq11c9uYMGDSpb7lrT2aKpIF2n28fvo1evXgwePBhI7rV/8803AcJtVPA765hlww03DH8fNWoUUEpWaCqidTyPPvooADvttBNQWu73xz/+cbhNPIVz0UUXle0nKyHTEocddlg40lzJfcXTMc0dVzyZo7ZISUMovee0LyX0kuSZMpV0+2qm1yWliuL7UZsyYcKEsvSDbh8dEVQx3LT7+PLLL8Npq0kj6PGprdGpZmnHLIcddlj4+wcffACUpgy1dOqRtV+apqPPG33+aHQe8qU1fve73wHwf//3fzU9vr333rtsivWRRx4JlM7hksSniyYld6LiyRyVG0ia+qR9XXnllan70+2y2pakxFA10+uSUkXHHnssUPrbKRG22267lZ1XKv0VTa5usskmQCmpGb+PVVZZhT322AMonU9F3XXXXQDhNjqerGOW6NRjpdXzTL22+qfX/xVXXJG6Tfw1EE0M6XtFnhkd9cSJodaXlhzSd/4k8XOseuXkkJmZmZmZmZlZA2vo5FBcPCU0btw41l9/faC0DHS8MCfkG0XV8vQqSphHPDUE5YmhaH2g+OiPeszHjh2bWZw6TsWiNX+3f//+uYoPxnuy40V2k2gUaosttgjn5Ct5k1TXQrUBlltuudR9Kg2kUW6JjhyodpREH5/SYWkjDQMHDiwrFi1BEIR/6zjtL8+c1MmTJ4e/Dx06FIAHH3yw2dtZxxAfeZ08eXJY6O7ggw8Gspe5z6KlYZPasjTx1BCUp4CixWUHDBgAlJaU1Wh5nz59wgKvefzxj38ESoXi47Us0sTbqzxJKrU377//flgzRCnCpNoq2223HVAsuJ9GyRw9N9F6QBKtPwdN21G1A9o+XhR24sSJqc9noVBIHVXX/pJqo8RF67oMGjQIKH3WWONZbLHFwkSgzmeSXmfxOjZJlC6O10nMkrQwQzwxFK0tqALQP/vZz4BSEuGJJ57glVdeyX2/SW1gUkImLt4WnXPOOc3eRrXSDj/88PDc7e677waS613onC/rfXnBBRcAlLUX0cRO/Jwneg6mBHRawuf73/9+aqK8U6dOqefJ2l/WQjASbYfjxcytcel1p8+16PeDPN9dzJLE6842Er9rzMzMzMzMzMwaWEMnh+KjPlrmV6O10SUyNRKVNdqeZ3nyJBp10xLySgMpuZNl1qxZ4WiPUjhvvPFGk/2tuuqqYe0O1RFQT3s03RNfjUtLyC+//PLh8qN5LL/88rm3VZ2mvPOBsxJDcVpKV/U2llhiifBvfM011wClUTQdR9++fVOPRc/LYostFi79qmSErLPOOuE+lXKKr5KiVe6SKDUV3UbpNSeHOq54W6Q6H0pt9OjRI7xO792s5FCeWjtZ9B7Q61vJySzdunULR+404qzkjUa/J0+eHI7+6jEl1S6KJ3XuueceoJiGyZMCqmQFG6VxtMJJnhXeoLSce577UhJg+PDhQLFt0Hv9+uuvB0p1fR5++GGguIpc/Fh0X3q9LFiwIKxLFF/Sefz48eFS2nqulRqT3/72t6nHrL95NA2gui1ODjUOvdb0noy2VTqvyKr7kmd58iSqiXPdddcBpVU/9Xme5fPPPw8TKXrv3XHHHUBxWXaAbbfdNjxH0NLxWvXx3HPPDfeVlBoEeOmll8Kl57PoPfvSSy81u60cfvjhQL4V3qCy96Pai8033xwoprbU9imdqtT6pZdeChSXnU87Fp13dunSJTyfjK6ACfCDH/wgTJOqlqLaOUlKZoleX9HkfdaKQdZxVLIyplblTPqeoNemVgSMJnSjtbXMoNSuNSonh8zMzMzMzMzMGlhDd41p1Eg0Rz46AqvRKqVh1llnHaA4qhq/fbU0+jZy5Miy61TjYeWVVw7vF5JX2FEtm+jKDqIRaCWH1IuelXZaccUVgVKCqDnqddcqN88991zZNkrfaC5n0pz9U045BYA//elPue4XSn/Lxx577P+zd9/xclT1/8ffN41AAgFCb6G3gNQQQqjSEVEQpXylKCJFBKTYfhYs+EWpIk0RRVRCFfBLUemE0EEgkEBCCSRAqAmQkITc5P7+2Md7ZvbszOzs3r1ls6/nP8ndnZ2dbWdnz3mfz4lqgTiB5RV7nnrqqSg55PoDHr1y2uqTTz7JrJXgY33ggQeilYbC65wGSJP3XPs9d+utt0qSDjnkEP3973+XVKxGEZpbWD/BI1/J95nrcvg95no8Rx55ZJTQaRTXK0uuIDhhwgRJce0Lj8BfffXVFbf3SFxaTRunL51mcRIoL+3kFMGvf/3rQsfvtIBXokyuXmIeOcxbXcL3l5ewCfm1++Y3vxklFJ2cuvPOOyWVHqtfR9eQst12201S6TvHaYeQ29ENNtig4nvItTtWW221ihpFlvdcjx07VlKcRthtt92i42ZkddEX1ujw90/ytffn29f5PThw4MCG1fhw23HMMcdUXOe6Q17l0Ym8O+64o2Jbt63JOn629957S4qTQ04M5aWdnIpxLaNqnHrJe178fJ500kmS0s+LfEzVVllLck2ns846K1o9zueAjzzyiKTS+ZqTQ14B0/8efvjh0X7cBoT8HjjvvPMqvoc8+v6Pf/wj8xjznmufGzsxNHv27Oi8rpZ0KJpXsuZdNa5r5RqF6623XlR71O+hnXbaqa7jcLJ36tSpdd0ezcG/F8PVLaX8FaMXtRpobb1hOby2trYePYjTTz9dUlwo0H/fc889+uxnPysp/gF06KGHRrfztCF32IRfVtOmTYumZfgN5+Vgk1PGihRuDLlzaMMNNyy0vTu3HO1NLsWX1WnhZesbKVyu3hHnvE6VWmX9IErjk5dkB0xYrNonjpbsmPMXRme5wLV/cJ977rnRCaOnlaV1HvY2HR0dTX3G1tNt0SGHHCJJGjNmTNnfTz75pLbaaitJcQeDfxBJ0j777COptMyzVFnc89e//rW+//3vS4qXEPaPnORnskix1JC/MPOWmk3yCZw7u5JfwlmdFkWmkllHR0ehz364pLRPIt0p3gj+QRj+2Es7Rv/4Tk5jOeigg8q2Cdv75MlKWNi6Xp56tssuu0iSrrnmmuhxuJOtGZZrbfa2SFKPtkXu0PS5is9dBg4cGHXW+oe6py9KcdtTpNh5o3k6dlanamjzzTeXJI0ePVpSPI1Kyu60qKVzpqhwufrXXntNknTjjTc27D6y2qI07lxP/uDZc889y7bxuYolp8KH29bLbaLfX8nzZj+ewYMHN+S+ulizt0U9fm7kady18ve5F5oJv3enTp0ancd7Wy+Okxyc8+3TuMPI+/b71b8R0Xv591yR8768xUcuvPBCSdJNN93UkOPqSkXOjZhWBgAAAAAA0MJaelqZhdN2HFl+7bXXomllTtEk00WePhAWP/M2+++/fzTS6+XhLTn1K6/AoqcbhYVJ3dOdllxxSsmJk7a2tuhxpE1RCpeTdTHcRgoTQ9bIxJAVSQ14tMlL8iZ5hMCvi+PoTl8NGzYsNaIuSQ8++GD0f6e08qb8eLTfI5jJ6LmnMDKtrHWEo7qeNvH222/r/ffflySNGjVKUnm66Pbbb5ek6F/zNttvv7222WYbSfGSxuYCjVJ5IdaQU0zhNDK/h9NSPx75/d///d/ob0/t7KolZqt9/sPEkDUyMWRZo/TJY3QKIy1pce2110qSDjjgAEnS008/LSluL26++eZoGeswOZS8j7POOktS/vQ4j8y6OH/y9k63Mq2sdYSfIyfr+vXrF6Xb5syZI6k8XeRCwWHBYG/zySefRJ/9RqeLnFhJS664sPqf/vQnSaX3sj9P/gwmuZ3wuVdXpADCxJA1MjFkRRJDbkPSpk84GfSlL32p7PLklH6XQegsTydLe118XU8k09BzihS/T+NUT5HpYOE2TktKcbo/jT83LuRuPtfxlHw0pyJtv9+fiwqSQwAAAAAAAC2MmkMJabWHPMruOh1J11xzjaTsHun99tsvc1nkiy66SFIpteM5+iNGjMg8Nt+XuZirl6uvJq9+kJdId8+n65ckRw49Uu1lSIuMQllaashpmGTtIx/HHnvsUbati0zuvffe0RzgIkXqPLKUHH2qNu9+iSWWqKvQuOs2JZNDLrqdx8+DE2BHHnmkpNJ7MHw/NoNmr/PRW9qitNpDTjS6rlDS3XffLSleyjU0evRorbHGGqnXuVjokCFDolG5vFpmvi9zAfiiNQHy6geF6aNf/OIXkso/r67H4cdTS2HStNSQ24S02kfhsSYvdzvhREWetFHParXR5s2bF9X+qIWPMbnfIt/zTio6ZepivWPGjKl4PzaDZm+L1MM1hyyt9lBYhyjJdYiyloCfM2dO5iirU8sLFy6M3rN5S5YX+ezlyasf9Lvf/U5SXMj2m9/8ZnRsdvDBB0uK0+a1nBelpYb8WH1+mPz/CSecULbtH/7wh+i4nE72a5XHz3EyvV5tKe+hQ4dGydVa5BWbzuPnwTUhnfBeaqmlovdcoxdh6GLN3hb1mnOjemsP9QT/XvHvJyn+LnZdI6dS8oodo+v4/DVPXq0hc43GZkDNIQAAAAAAAOQiOZTgEaJwhCZLVqLDiY/zzz+/ar2YddZZJxoJ8bxVj9gW8fDDD0dLDrv2RB7X2vFyjvfff380KrPDDjtIKl8Rwpz+cdIn7XFtueWWZfeR54EHHij7+6677qpYCtCjWU4ypY3KpaWDnMB6/PHHK7Z3mieZ8Mni2kPh6mV5fvCDH2jkyJGS8udG+7W64IILJFUmRaTKJFszaPbR+t7SFjkx4loz1WQlOvy+uu6666rWi1lllVWiNMyyyy4rSdF7uYirr746St9Mnjy58O3SlrL/29/+Jim9pprTP145Ky2h4FUiiywvGqY785Z593Vp9ZJ8X8m0j1eyTFuRMqxpksejirWsSHbGGWdEKaCwLl7ScccdJylebc6r4CWXriY51CN6RVvk712/l6pJO3+Q0ldqzdLe3h59xtxuub5RZ44hiz9fXu79q5BfjQAAIABJREFUzDPPjD5rZ5xxhqT0VI7TP17lLK29OeywwyTF9SPznHfeeWV/X3DBBRXnU34+jj/++LK/k5wsdzpBkr7+9a9LimsuJZ144omS4hV38vhcMDyHy1M0QeQ0k9NNXvXJaTRJJId6SG85N3IapxlWhbKdd945qu3o2o+hIukUNI5rK4Yr+yb5925eetVIDgEAAAAAAGCRQXIohec5p9UZsrQ0h5MeduGFF0YjMua59k6MJLlGhF+TtOSJ0yz77bdfdNnDDz8sKR7hq3cVoKy6RKNHj9aMGTMkxSub5Y0aeTWl5PE7SRBWffcKGMkkUl59JMtKB6266qrRCGf43l5mmWWikTQniMaOHVux7bBhwyTFtU3S+Dn27fzvzJkzNW7cuNxjHzVqVLRKm+sphSmhtrY2nXbaaWWXNYNmH63vbW2RUzFpdYYsLc3hpIfdcMMNOvDAA8su82fu+uuvr7h92Ba5TUxyGiVZW8srmTmNWCRFmCarLtHkyZOjOiO+j7zkzUsvvSSpfHTdiQCPQFpaYiivPpJlpYNmzJgR3UdYV2j27NlRUtVt4/rrr1+xrVeQdLubxu2+b+d/hw8fXvGahw499NAoGenVnNJSQiSHekSvaovcFuStrpqW2AnrEi255JJl9W6k+D1b70qpbsuS9QJrTQ9lyapL9O1vfztKKDoxGSZ/kpz0Sa6y5XTe+PHjy7a99NJLJZWfQ+XVR7Kvfe1rkqQ///nPZZdvueWW+u9//yup8rxo2LBhUSrqpJNOynwcPq/z+WYaf0+4vfV9rbPOOvrBD36Qe+wfffRR9HjdNqalzUgO9Yzedm7khG64EnRv5do2Wb/Tnn32WX3wwQfdfVgtq1qtoVqTXItacojOoYLCjh+p8kd72jbVXHbZZdGJUnj7Tz/9NPqy9MmTTyLyGsQVVlhBUvxjo1+/fpnT24YPHx4tuR7yF/2wYcNSp3dkCQtQjxs3LjpZcOHmNJ5Ol9e5lVU40ZHtQYMGRSds5kjyVlttFcUDH3nkkdT9t7W1VfwgdvwwKWzg3VnW3t4edXiFfHIlxe8dTy/z1EB/4SU7Fekc6j7N0BaFHT9S5Y/2tG2queWWW6IfV+Ht58+fH30e3Ba5TXBcOo2nVFx11VVV73/8+PFRceyQP+/vvfdeTVOrwgLU6623XvSZzZs+9qtf/UpS/vKkWSd57oCeP39+RaeOp51MmTIlass8PS7U0dERPdd+/O7syuPOssUXX1zf/e53U7c59NBDo//7veMi5C+88IKkOG6dXLqazqFu1evborSpVmGnTFrR6mqWXHLJ6L0f3j75HW1+r9ayvPn8+fMzp36PGTOmovC++Tt61KhRNf2ACAtQX3jhhdF5Wd60q2OPPVZS+lR+c9scbuO2YOjQoWWLf0hxh/Phhx8etfueWhrq06dP1N75uU4rv+D79/G4k2ngwIFlRbaTkq+v3zs+T/N9+fVOdirSOdS9muHcqJmKVa+00kqS4u9dppV1r6zOoXpfh0Wtc4hpZQAAAAAAAC2scq4AUiWXtzf//8orr6x7v8cee2y0b09j8rKoRbkHevr06ZIqC2wtXLgwmt7hqRienpaWGgoLDtaSGpLikaCnn346usyFBfN4OphHhMJpEiNHjowizY4de3pZUtaS3XlT4cK0kxRH1NOmnmVJW+7VS0RbcvTfvc1ODiUlnz/Aksvbm//vaYr1+MIXvhDt221JrSNxLmTtePQqq6xS9TbvvvuuJKWmhsKizbWkhqQ4SeCpopK0+uqrV72dizLffvvtkiqnj77yyitR4ieZBgplLf+cNxUuTDtJcZueNvUsy1ZbbVVx2S9/+cuyv5NThLbYYgtJcXIoqZYC42gdaUuo+/u/3imlUikh4hSJUyi1LlvvtF1awXrvNyz07mleaakhJ3+chql1hNnnN9dcc010mc/d8my77baS4kU0/Nn34zr66KOjaWjLLLOMpHh6Wdp+QnlT4cK0kxS37Xm3C2200UYVlyWnAErlU5e9wEhasdjOvK+waPP5dDMkiPzeTvu+7S28SJF/n9SyKECzeeaZZ+q63S233NLgI+kdSA4BAAAAAAC0MGoO1ame+kJZwtoVHkGfN29edNnrr79eto1vc/rpp1fUpEkWiJVKo/kezfOc8CJFnxslr85QmvDY1llnHUmlBJMfW71Ft6uZOnVqNGrlYrBh3ZG0mgd5jzFZa0gqpdA8wuGaQ34NP//5z0sqzUNuplpD1ux1PpqxLaqnvlAWv689Ou203aeffhp95jzaHhatPuSQQypq0hT5fskr+hweT9HHkLV9Xp2hIseWTBqkJXwaadlll41qorhQb5iCSHuseY8xWWtIKqXQNt98c0nx6L5fw9GjR0sqJTGbqdaQNXtbpCaoORRKq0HUKE4OJd/vWamgjz76qGpB6pdffjlKGftzVqToc6MUXd7dwmNzzYz77rtPJ598sqSuOy96/PHHNXPmTElxitDnSXnyHmNYS2qppZaK9umaQ34NnViYP39+s9UasmZvi5ry3Kg3J4iSn9/ewsnDzTbbLPX6N998U5MmTerOQ+oSK664YkWasRVqDRk1hwAAAAAAAJCLmkN1euKJJ6LUR2ede+65kuI00gEHHCCplCbZeOONJSkaGXK9Gs/7Pvvss6P6GJ4vHxoyZEg0StNViaGZM2dGNXKGDBkiKZ5jXyuncPbZZx9Jcc2jDTbYoMtGxvLqEYU6Ojoqajh55DFvdSMbPXp09N4Je+FdM8YrGADVTJw4MbWmQz1cD8NpJNfiGjNmTFSf7Mtf/rKkuF6N25YxY8ZUrL4X+uCDD6K6REWWia8lMWQbbbSRDjrooJpvl8YpnJ///OeS4tokb731VkP2nyavHlGora0tGm2vZaUm22STTaL3ztSpU8uu84qOWTXcgFDaMvX1cmrE7Ytr1Cy11FLR96wvc70anx8kUyhZn4spU6ZE9ce6KjG01lpr6Zvf/KakuKZkveeNTuEcffTRkuKR7r322qvLzotqqSskxSugOXXtWpNeMTbPvHnzosRQuIqca0wWOb8C7LrrrtNXvvKVnj6MLhEmtzur2tLuUrHPcTNo1PnyoozOoToVKWpaVNYUteTlng7mE3YvET1ixAj99re/LdveRZvt1Vdf1Xrrrdew403T3t4e/ah56qmnGrJPF4O12267LVrifdVVV+3UvmvpDEoTxtnTTlrC90hymti4ceMkxctY+7Vrxqlk6FlFipoWlTVFLXm5C70+//zzkqQ999xTUukL9/rrr8/dz7LLLptauLmRBg0aFH2+0wrN1+MnP/lJxWVe7v65557r1L5r6QxK4ynGefy6WHKamI/fbapfu2acSoae5eLsjRBOO0q73D+QvLy8OyM+/fTTaCqmtw+nme2666765z//2bDjTbP44otHZQKOOeaYhuzz8ssvr7jMg4buXKlXrZ1BIb8OlvZjMnyPJF8X397nu1mvHVCEF1nozTbZZBNJtZ9HNKpTaKeddiq87ZAhQypKmzS7rj4fbVZMKwMAAAAAAGhhFKTuhEYWpU5yeqRv377RKL3vy9PJrrzySknxKL4k7bHHHpKk//znP5LiwtRrrrlmxXLqnfWvf/2r4v7r4ej3E088UVFIO81aa60lSTr22GM7db/u9fbysGkcRw8LLw4dOjQaEfPtx48fX3F7L9G93377SYpf1379+kUjY6HvfOc70TbNmCJq9iKwzdoWNbIodZLTI3369Ik+M74vj+p6KmRyJCmcXubvmQ8//FAXXHBBQ4+x1iLTWTztY8011yw0Kue2+IQTTmjI/ecliJxM9HQLH9/s2bOjkXgvX50cLXX7vPbaa0uKi0z7dU1+x4Qcx+/bt29TpoiavS1SExaklrquKHVaesRtkEez05Y5z5pedt999+lvf/tbQ4/xsssuk1S+LHt3uPvuuyVJK6+8cqf24/OSCy+8MHMbJ7LC6YNrr722ll9+eUnxNLCvfvWrFbd3W+Yi00VSQb6vjo4OClL3kGY9N+rNRamlni9MXWQ6mc8xHn744ejz15WLD3QV/8ZMts+dfd4pSA0AAAAAAIBFDjWHehGPXKclktxze8UVV0iKR4nff//9aN68E0OhKVOmdDo55Ln8eb2srofk0aciSSCP5qVt695dF9Fub29PHRmsh0caw5ok8+fPj2o2OaVkQ4cOlVRKC73//vuS0hNDThOFr6P/nj9/fpSecArj/vvvL9u2UUU9gXpMnz5dUnoiySO/Lhy/9957Syq9Z/3ed2IorM3lYvWd4do4eUVkXTj6nXfekVRsfv6wYcOqbuvaQ3379i20lHMtXnzxxbK/+/btG9UkcwrR3D6sv/76UZuYVl/BbWj4Ovrv9vb2qB7RbrvtJknRwgLmor9AT/B7OK0GkWsO+TPg85Q+ffpE6ZWsgtQ777xzp5NDbmfOPPPMTu2nFj4XPPXUUyWVklErrLCCpPSkTi38XJ9yyilll8+dO1eXXHKJpPicyc+961mef/75euWVVyTlL2HvxJD5dW1ra4tSSX4dw9cu/D4BmlW42MZmm22mZ555poeOJp9rgSVTRs2YHGpkYkiqPC9blJAcAgAAAAAAaGEkh3rYX/7yFx1xxBFll3lJ+tVWWy1acs9zwMM0ynLLLRf16npEKW3VMtcF8Sh/Le67775oJCdPWEfnv//9r6T6VwxwL69rYuy4445RXRPX+3j99dclSZtvvnl0O1ef9+j6zJkzJZVGnbbbbruy+xg7dqwkaemll5YkbbrpptHImJ+/WpZPXWyxxaL6HlmSy7S6lodfMz+HJIfQ3e64446K9uHxxx+XJK2wwgpRsuaGG26QVJlGWXrppaP3tj8zacvIukZQkaXss25bjRND5jbIbVK9nDhMpnxcf8zJQrdJUry0s0fAl1hiCUml+kxeYcjWX399SXFSZ9q0adH9rLPOOpJqq2Uyc+ZMrbLKKrnbJPd31113SYpfV7e7JIfQ3QYPHqxZs2aVXebP0IIFC6L2JVyRzBYsWBBt7xH6tJWv/vCHP0hStNx8Lc4666zo892dnFj0ymSnnHJKdF7kcx+nuA8++ODodg899JAk6a233pIkTZ06VZI0YMAAHX/88WX34WTzGmusIUk64IADojTRpZdeKqkyAZSno6Ojan3KZGLTbWoyVSSRHMKiI0woL7PMMtpyyy0lNW7FZ1t22WUllVZQDtNJTz75pCRpq622auh99ibhzJTOrupoJIcAAAAAAACwSGK1sk7wilkevQpdccUVOuqoowrv7+qrr5YkvfHGG5JKc8o9Um3u9fXImVcFypNMEHl/RRJEHkl2IkmKe5k9UjVixAhJpcSLR6usSM2hIlxzSIprCzgt5do/vjwcbQytueaakuJVPZLPTWjkyJGSpEcffbTiOtdbMff4z58/v6IukutEJd8Lt9xyiyRp0qRJkioTYZdcckmhtFZv0+wrBDVrW/SFL3xBUpxMCd12221ln6Nq/Nn3yMhBBx1U0Rb95je/kRSn7oqMvruNk+I25Be/+EXV26UlhpwG8kj6xIkTJUkzZsyIRsqsUd9zybST79dpP3/us1ZHCr333nuS4mSj6wulefnllyXFCaKk8Lk56aSTJJUSTK67Yrfeeqskad99940uc50oJwnCRNhNN93U8PpK3aHZ2yI16WplTqZkJUXSUkF5nCJxaiSt9pA/e06YFEneJhNEbouKtGHnn3++pOzzvu6SrLnmBJNrurm9cE2kt99+O3dfTlQ7ge36Qmn8HDl1lRTWGkq+zsnVLKX0czZ/f2XVmVpllVUqvoeaRLO3RU17bnTddddJUrSSXnfYZpttJJVSeVL+qshus3baaafoMp+vhLVI6+VaQe3t7RXHUmS1sjQ9tbpaLfydscMOO0iKE5WNOp/50pe+FM1iaSZFzo3oHOoEFwTM+7LyF6JPKLxUefI2judedNFFZbdNdhjkdWKE3Klx7rnnRpeddtppklTRgVPUhAkTJMXTuTrb8ePpJxtuuKGk9MLO9vzzz0uSvv/971ecYJingj3wwAOF7t/bu+Mn2QFWTbJjaNttt5UUN/AdHR3R/73vlVZaSVJ8ojZw4MCyH7JS3MnnL5NmXMZeav4fZM3aFh100EGSirVFLkD85S9/ueI2/tK86aabym6b7DBIdvBU42kN1157bXTZYYcdJkm66qqrCu8nyR1hLsTvjvJ6l4/2jxN3dv385z/P3PbQQw+VVCrC6ufN36H+3HsqWN7S9Ml2wtt7Ompy2mk1yY6hww8/XFLcWZW8D7ff7jTzvwMGDIgWQvAPMbfJPo5mXMZeav62SE3aOeTBrSLnlu6gySs2HXbCJLctsgx6eLvkbdIu60l+zjyV0x1jeY455pjMjjhPBTvvvPMK3b+3d8dPLZ14yY6htNfTPLDnY/a/HR0dUZvjttXTP/y8NOky9hKdQz3GA13dMSWxlo6WtM6VrIVypMryFj7fSRa2fvbZZyXFv9Pc4RQWvy7K5xLerwfBpbjjqjf0IWTx6+HfhVm/H+vVjMvYSyxlDwAAAAAAgCpIDnXCCSecICnu7fWISC3mzZsXFZv2fpxISqolOeT9ePTpiSeeqJi25KkMTrBU46WpPZUu7Il2MkrKTxWNGjUq87oij3H33XeXFCdswv22tbVFRXSLFJJ2nNrFGvMkE0N5j6Oa1157LYq6mkfEnNCoNznk56VRBddq1eyj9c3aFu2///6S4tGxWtIn9umnn+rGG2+UFH++kwVNrZbkkEeFhw8fLqmUkgmnLXl6WNhGZfHSyW4LwkL4l19+efT/vO83p4DSFHmMLtr64Ycfll2eLDTtaaxFUk2TJ0+WFD++PMnEUN7jqGb69Om69957yy5z/N5L29ebHAqLk3e3Zm+L1KTJoTfffLPs73pGa5PLmltaGqWexI+/GwcMGFCxT39Os6bnZsmaxlZ06lle0qbIYzz55JMlVSZ9jjvuOEml5/PPf/6zpGKFpL/1rW9Jki6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\n",
      "text/plain": [
       "<Figure size 1440x720 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# display\n",
    "\n",
    "def crop(x,f=0.6):\n",
    "    i =  int(np.ceil(x.shape[0]*f/2.0)*2)//2    \n",
    "    return x[i:x.shape[0]-i, i:x.shape[1]-i]\n",
    "\n",
    "i = 80\n",
    "fig, ax = plt.subplots(2,4,figsize=(20,10))\n",
    "ax[0,0].imshow(np.rot90(crop(t1)[:,i,:],1),cmap='gist_gray',vmax=200),ax[0,0].set_title('T1',fontsize=20), ax[0,0].axis('off')\n",
    "ax[0,1].imshow(np.rot90(crop(t2)[:,i,:],1),cmap='gist_gray',vmax=200),ax[0,1].set_title('T2',fontsize=20), ax[0,1].axis('off')\n",
    "ax[0,2].imshow(np.rot90(crop(pet)[:,i,:],1),cmap='gist_gray_r'),ax[0,2].set_title('PET',fontsize=20), ax[0,2].axis('off')\n",
    "ax[0,3].imshow(np.rot90(crop(mumap)[:,i,:],1),cmap='gist_gray'),ax[0,3].set_title('mumap',fontsize=20), ax[0,3].axis('off')\n",
    "i = 50\n",
    "ax[1,0].imshow(crop(t1)[:,:,i],cmap='gist_gray',vmax=200), ax[1,0].axis('off')\n",
    "ax[1,1].imshow(crop(t2)[:,:,i],cmap='gist_gray',vmax=200), ax[1,1].axis('off')\n",
    "ax[1,2].imshow(crop(pet)[:,:,i],cmap='gist_gray_r'), ax[1,2].axis('off')\n",
    "ax[1,3].imshow(crop(mumap)[:,:,i],cmap='gist_gray'), ax[1,3].axis('off')\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2- FDG PET and T1/T2 weighted MR brain phantoms using patient T1 MR images"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# MATLAB\n",
    "# To generate phantoms from a patient's T1-weighted image, use SPM12 (MATLAB) to segment into grey matter, white matter, CSF, bone and backgroud air\n",
    "\n",
    "# Follow, the demo in \\spm_brain_segmentation\\demo.m\n",
    "\n",
    "\"\"\"\n",
    "% download \n",
    "% 1) Tools for NIfTI and ANALYZE image\n",
    "% https://mathworks.com/matlabcentral/fileexchange/8797?download=true\n",
    "\n",
    "% 2) SPM12\n",
    "% https://www.fil.ion.ucl.ac.uk/spm/software/download/\n",
    "\n",
    "% 3) in python: install nibabel \n",
    "\n",
    "spm_path = 'c:\\spm12\\';\n",
    "nifit_path = 'c:\\NIfTI_20140122\\';\n",
    "\n",
    "% convert dicom to nifti\n",
    "t1_dicom_path = 'C:\\pet_brain_phantoms\\data\\MPRAGE_image\\';\n",
    "t1_nii_flname = spm_dicom2nifti(t1_dicom_path);\n",
    "\n",
    "% creat spm job and run\n",
    "job = spm_create_seg_job(spm_path, t1_nii_flname, pwd);\n",
    "spm('defaults', 'FMRI');\n",
    "spm_jobman('run', job, {});\n",
    "\n",
    "\"\"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Python\n",
    "# pip install nibabel\n",
    "from matplotlib import pyplot as plt\n",
    "import numpy as np\n",
    "from brainkcl import PETbrainKclPhantom\n",
    "\n",
    "\n",
    "nii_path = r'C:\\pet_brain_phantoms\\data\\MPRAGE_image\\nii'\n",
    "pet, mumap, t1, pet_h, mumap_h, t1_h = PETbrainKclPhantom(nii_path,pet_lesion = True, return_hirez = True) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(<matplotlib.image.AxesImage at 0x1a78442e198>, (-0.5, 101.5, 101.5, -0.5))"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Co6onRdXsIa0ylcQ6y6LyqbamzqcPKX+MorqkqodEqg3Nssa0U24z1UBVNUiKMi+OWE5VtUUzBUwqu0lZW6DdLD2x3FhOK3VOuwoYKzqMMcYYY4wxkw0rOIwxxhhjjDHGGNPz9IWCo6o3RJlfQatyypQXsYwyovIgKjeWLVvW9PV26qjaz3aPi22mrVmWJVUhZW2M1zfWmcrKUqb0aPWZtltmWduhTNlRdlyz19r1IrGCwxhjjDHGGDPZsILDGGOMMcYYY4wxPU/WScaLXmNgYKBlJztRKFSNgHdL0RHLS7W1Sh1lioGoshhpVpbi89Q5UbGS8tRIUaaGKKpI2qXsM5wyZcqI6yiel8pOU6UtqTJTxw0ODlrKYcwQk38ynGQsXbpUkjR1al+IUccTzxPGSMqyzPOEMU2o1WoTap6wgsMYY4wxxhhjjDE9T1+EPVJZMcpoFR0vy7BR1b+ijLJ6qpybIqX0SGU6qarYiOUXr3/0DEllaInnxgw4ZVlpUiqLsr40a1PKN6RMcVF2fWNbq2SnqerbEZ+3m0nHGGPGC9RwqdcZz+MctWTJEkn5eIfCg+OmTZvWtNyy+doYY8zk5I1vfKMkaYUVVpAkPf/88+PZHNMlrOAwxhhjjDHGGGNMz9MXCg6ISg5IRdpTmSqyLKtH7VPR/U4j5CkPipRHRTueHlX8O6Q8OhajXynfjFTbV1xxxYb3ly1bNkyRwTHUySP9psz4enw/vh6zzER/jFbZR8oUG2WeJKnPqGo2lWbKl0hKyVGmEonfI2OMGQviWIXagrGZx2nTptXnnkWLFkmSXn311a62Bc8OIncvv/yyJGm11VaTlI+T9vYwxpjx4w1veEPyvRNPPLHp64cccogkad68eZKk2bNnS8rnkcMOO0yS9Morr0iStt56a0nSY489Jkk6//zzJeWKv6uvvlqStMcee0iSbrrpJknSiy++2HZ/zNhhBYcxxhhjjDHGGGN6nr7IojJlypSmnYxR7fh6fL9ZNhAoU33E48rUFPH9qplNiud2muklpRaJbYnnx2gX+9lYgV1zzTW1yiqrSMojZ29605sayoyKDqJ8lE3/X3/99Ya6eE4kjkf20r3wwguS8ogg5QLPW2V6aTcDzkgznLQqs9O6m2SX8aZzY4aY/JPhKBLVhq+99lrD+4w9zz77rKR8XmDsjmPyRGLllVeWlM9Xfajs8DxhjJxFZbTg3p95Yq211pIknXrqqZLye9ottthiHFrXnJtvvlmSdOaZZ0rKf1/8+c9/Hrc2jSfOomKMMcYYY4wxxhjTZfpCwTF16tSaVE2ZIbXve9HsvU5d2VP+D6n6Wr2e+mzbzfCCEiOqVN785jdLkv76r/9aUr7iuvrqq0uS/uqv/kpS3pclS5bU91kTrVu8eHHDc46NSg6igdRNBC266XMeETfgOeU88cQTkqQFCxZIkv7yl79IGtqTl/LzqOLNUqSTzDfF8pqRynRTlvkl5eliBYcxdSb/ZDiKsB85jocvvfTSuLVpNEHNwTw3yfE8YYys4BgpK620kqT8nvz000+XJM2cOVOSNH/+fEnSlltuWbnMTtTQ3Sgv5YXH88MPP7zu+xEVjZMRKziMMcYYY4wxxhhjukxfKDiiB0dZFDx1TYqKjjL1Q6qMVFQ/5fcQs4hUydBRtezYL5QavI9CA0XGjBkzGp7TJhQOOBLjdxHre+Mb36hVV121oew11lhDUq7koEyUGKx+4mZMW4kWsucNzw1WSTmP681xKD+ol+gb9d5///267777JOV7xWl/VJlEVUTqOpdl70l9D5spQlJZUNrxaCmePzg4OKFWXI0ZRyb/ZDgCGFsZe4nEdUuh0anqcbzhOnB91ltvvfFszmjRWx+KMaOEFRytiV5+sMsuu0jKFRvdVF2U/cbptLwq6v2qfOlLX5IkXXvttZLy302TCSs4jDHGGGOMMcYYY7pMXyg4ogcHpCJFKfVE0ecgRtLjSl+MpKcUF6mMJKnzIs36kCo7lsn7uNnjobHNNttIklZbbTVJ0tKlSyVJzzzzjKQ8UsXrxSwpkrTBBhtIylUXvP6mN72p7i6MkgLVBwoMsqwQFaQOjqcusrCg9ECJQd+JqlE+bf7DH/4gSXWVxnPPPddQz9prr11vLxlYrrrqKkm5b0eZ0qfMkyPSTsQy9X3o1O/DCg5j6kz+ybADGItRbrRLu9mnOik7FXEbD5g3ow9Uj+N5whhZwVHGZZddJmm4Ijz+HukmVRUXVV8vm0/K5rRmivp4//+v//qvkqTZs2e36FlvYQWHMcYYY4wxxhhjTJfpKwVHiqr7rIrvp1bloldGqzKKz2N5VVcYm70flSeA2oGsJyg1UFygdiCjSMxMgm8Gbsc8R/EQPSueeuopSdKf/vQnSUPqCRQTqCNef/11SblCg+fUzesoLACFBkoOombrrruupFwJgtfG2muv3dBXHPBRpdx5552ShhycuQ6xf08++aQk6X//938l5T4f7KWLKoqq2VXaiUKWZdmpuuJcUBJNqBVXY8aRyT8ZVoDxeqzuDainmGEL9QPjeKdtieMg8w7jJ/NLyidpJFDWW97yloa6ehTPE8bICg447LDDJElHH320pPwePI5zVTORRMrOW3/99ev38xBVIinVCHXGe/fITTfd1HB8u/NQlmXJc6j7zDPPlCT94he/aKvsichE+z1hBYcxxhhjjDHGGGN6nr5ScLCahxqgLFqTyrZSfK0sk0bq+Ga+Hs2OLyPWV2wj/99kk00kSTvssEND2fhecD1oy3bbbScpVy6gqoh5nJ9++mlJqvtqPPbYYw2vk3UExcjaa69df439eaxiss8b3454fXg9em3wfsw1Td9iFhWiaTg6k2sbNcvg4KDuvfdeSdINN9wgKVd5kEWG6/Lb3/5WkurHc53iZ1qW+Sb6ucTvVLPvXWpfY0odwnFc70IdE2rF1ZhxZPJPhstZvHhxfUxl7OWxbO6p6nMRlRmMQajviPTxOo9Lliypzw+dwpxGOcw7KRUF42Z8RM0X1ZCdQL/JQtZjeJ4wRv2r4Dj00EMlSXvttZckaeedd650XrsKDVTYPKIg5xFefvnlYf5QKLNR/qG65nmKddZZp3UnAvy+gNtuu62t85vBnIU3x/XXXz/iMscaKziMMcYYY4wxxhhjukxfKThiNDtGu2PEnOdRTVBckUx5cZT5KVT1UojHx9djZGnKlCnabLPNJEk77bRTQx2sOhKVmj59uqR8JZaIHtlCHnnkEUnSwoULGx4XL14sKV9xxKuCVVAUDuzJIzvLc889V/flQOWBsoLrQ5SLOniOMiMqQGKEDiUH4NGBioQ2s7JLubR5jz320G677SYp9++YM2eOpDx/NWVwndmzfskllzSUGSOXZVlXqlDmwdJuNpVly5ZNqBVXY8aRSTsZMhbxWKvVhnkmjbRsQGUX1YrAGM1jVKEtW7ZsmMdSpJm6rRVVlW+M7cw/9AV1Hn19/fXX2/briMej5GDeneB4njBG/aXgOP300+tj5qxZs0ZUFuMf981kRGSMZZ7gtwH31ZGoPC+WDSOd07j3x+Nj1VVXrXQev0OYW++7776OM7yQvfHLX/5yZ50YB6zgMMYYY4wxxhhjjOkyfaHgGBgYqIXnDe/HqHeMuLfKeZzyTWCvb0rZUXZ+ypchPlLPRhttJEnadddd62W/8MILDXVxzI477igpX5W85557JEk333yzpKFVRymPWhFNIxMJSg32xMX90tHTg1XNp59+uv5ajPrxOhlcKJv+8ZyIXrxOKEG4XrSdKCFtpC88smeP8h5//PF6nUcddZQk6fDDD5eUO/D/9Kc/bWgrShXKQMnBSjTRQIjfq1YZceLzlG9HJLVKHMu0gsOYOpNuMmT8YwzieUo52ArGjqiei+M/4z1jcioDVtxTTflTp06trMwYK+gL6rw3vOEN9deih0hVmGdQcKCEnKB4njBGk1vBcdJJJ0nK72n32WefYcdUzSiC9x+/M7jXBn53MCehLK+qcChmKKnapqplR5izUHrj5Yf6pBV4FNLfdjOyPPDAA5KkE088sdLx48lEU3D0xQJH3KKSStsJZdLT4o1MTDeUKiNl+lhWd5T58ny99daTlG8vIa3eSy+9VK8DKdhb3/pWSblsiu0Z11xzTcNzbriQjjEgIaWlXH7ox60Y3MjG68wN8LRp0+o32tGwlJvduDhCv7feemtJ+cBCG9hGwxYU3qcc6sEAlbbRDgYfzltrrbXqN5ws9HDj+YlPfEKSdMghh0iSzj33XEnS1VdfLSn/DJC3XX755ZLyAYob/7LvADT72yz7XrWTclbyAocxBXp+MkS+yxjGmB/npyowPsWFjLIf8oy5HN8Ng86qMBb/6le/kpSbR3/gAx+QJN1xxx2ScmNo5h3myt13371l+YzVr732Wv3GnPmSG3T63e4WFubbKjfN44DnCWM0ORc4PvKRj0iSjjvuuLbPxcBz/fXXl5QHQoFt6TwSGOwmnaZxHSnc8/MbYebMmQ3vv/baa/X5j3mB31v8vqgKv3lIzzsRmWgLHBMrTGKMMcYYY4wxxhjTAX2h4JgyZUrLLSopuVIrdUUqOpOKxqe2rKRMQ+MWDKRRpDflOdsgYMaMGfWoFdG8Bx98UJJ00003ScrNezbccENJ+bYPVhhZkSUSR2QqpmKFuFUlyqHp09SpU+uRRI6N8uWYOpDnRNiQvXF96FtRgSHlEUtWi0n5Sn1IzoiWPffcc5KG0k1FNUhUi7zzne+UJL397W+XlMv5zjvvPEn51iC2BJFOdv78+Q1tK6OVgqNs60nZ62AFhzF1enYyZFxj7IljdDtEJV8v8bOf/UxSPscx9zBGk86PbZrMDw8//LAk6Tvf+U7lumKKcq5bTBdeVcnBnMecVJbacIzxPGGMJoeC45RTTpGUK8G33XZbSdVSgDMvzJgxQ1KuWGbLHgoFHqNyucx0czS3qKTotA3xdcCcdOONN66/xvXh+jFHk7whZaoaYc464ogjKh0/lljBYYwxxhhjjDHGGNNl+kLBkfLgSBl8EvWpcm2qrvxB9F+IpqGAKmL77beXlCsXWPV78cUXJeX+GjvssIOkIWXCZZddJkm66667JEl//OMfG+pE5cAKLJGnaEiHqoE2x8hS0VtDypUgrFTeeeedkvLrucoqq9SVE7xGP7j2lMnKJ3U9+uijkqQttthCUr5Cyioxe+HwCyHV7R/+8AdJ+Sop76Nu4ZpghPTSSy/VV0jZv84KNcoOon0oPL7yla9Iyj+L//zP/2yoE6XM+eef33A+VFVjNDs2tdJelp6Y95cuXTqhVlyNGUd6bjJEXRfH0SowBjAml6UrRXlW5qnB2Iq/EeMoY/Gtt94qKR8vjznmmIbzlyxZUu8PcxLG1rHuiy++WFI+D7A/GTXdXnvtJUn69a9/LSmfT/bee29J0hVXXNHQFs5H8Yf3E3MA6oxokFqE68p1oA9c5zIYs1FpRhPXccLzhDHqbQXHZz/7WUm5j1wVGPu43+URGHtROEdT/TI/uMn+G5TfMtOnT295HGp0fq+V/ZZkPsVfaiJgBYcxxhhjjDHGGGNMl+krBUe7e2JbrTyWpedMlRE9NqKCA1UFXhsxcwmrqUSg2EN37bXXShpykY+pVqkLh1/KRKFBVJ+9cjwS7WLFFpVDzI6SSq+LUz1RxvXXX7+ugqA/eIhwLkoVFBpEDWkrq8Wkw2XvOX2l7/PmzWt4jocHCo6XXnpJknTLLbdIyv0yBgYG6pFH+oUahOvBI1FGInVf+tKXJOV740499dSGNrAPHCUHCo8yFVBR9VOWYpbryHUr8+SwB4cxdSb8ZMh498wzz0jqLN2rNKTWKFNsRJgXgPEf3485c+ZIkq688kpJ+bgYz4ttJqrI2D9nzhzdfffdkqR1111XUq7EYPz+4Q9/KClXiTCeo2TkuJgunDnsuuuuayh31qxZkqRvf/vbknKV3eabby5J+sIXviBJuv322yUNjZ877bRTvERNiV4dXI+ybDTcK8SsBOOE5wlj1FsKjgMPPFCS9MlPflJSPv6VgSJ6+vTpdfUcoCJHIT4Sv6fJQhUPEH6joELn90CEeRO/qDLfj9NOO02SNHv27I7a3k2s4DDXbsk9AAAgAElEQVTGGGOMMcYYY4zpMlPHuwFjSYyYpLKllJ1fPL7MdTi+HvcxEwVDsYHSgMgU/hisxG655ZaSpAULFkjK/R/Yj7XJJpsMy/5BZIyoH1EtjsPVl7bRT6Jg9IE9xLSZSBTlUC5qC3JDw+qrr15XP+DnQRt5zr5jrg9RRq7zAw880FAXihDaQnl8RqyWsgrN9eQ4+ohiJMuyejSQvXDk90aJgYqECB7PP/OZzzSU+alPfUpSruzgurz3ve+VJJ177rmS8ghopJk/S/Rwiau6ZSqllOeLMWbiQpQMP4uqRG8jfJJi9qpW56JmYJyLZV5yySWS8jE1znEcj58F4yiu8Y8//rikfL648cYb63WyLxklBV5MRLeYLxnnUeShCvnVr34lSdp3330b6owqijPOOENSrjZE0Qe08ayzzpI0NH5++ctfljR8T3qEcb9MvRnhOqJyLKvHGGMk6aSTTpKU32tCStHLvT33ujwWYRz7/e9/37TOTjOZtOtj2EndI82yUkaVcvnNMnfuXEm5Nx+qfeYFfiOhUmdOS/HFL35RUu5lheLcWMFhjDHGGGOMMcaYSUBfKDhipISVshhJKctQwfG1Wm1YBD11bsHrQFIe9UI1cdBBB0mS3vSmN0nKlRs47hJ5YoX1m9/8piTpnnvukSRts802kqR3vetdkoaiaI899pikfL8dK3qUgW8H76NqIKqXUplwPm3nPCJvKBF4nZVInhevB/1lFZNry3WlLhyZKYO2xIw37G9m/xqZYtjDTRuJQnJN6AuRzeL/aQORM1ZaiQLOnz9fkrTbbrtJyr8DJ554oiTpggsukCSdfPLJknIlB9fg6KOPlpTvJyeq2Op7WZY1JbWvO77f6d59Y8zYwZjKuFYGf+eM4ez75fWnnnpKUq58awbnku3k/vvvl5R7KjF2UDaRPV5nrGXcZD/3fvvtJynPUMI4et9990nKx2Yei23BM4P5gHGQ+YOoGOMbc1n0/+B6MvfhqYH65OCDD5YkXXjhhZKkv//7v5eUqyhQFL766qt1nxDmaPqF+oSyUCWiXGFeifcGqbGdPuD5xNxpjDFSrhr+wQ9+ICkf38uyOUYVAWMMSjkeq9CpOiKVRXAkZbT7fruMRHXCsfxOY15AEY5akPkzKjlSdX3ve9+T1F6GnMmOFRzGGGOMMcYYY4zpefpCwcFKVypqncpM0Wo/V+qcqOygzqh2YG8c+7KIrKEG2H333SVJN910k6Q8yo+XxLHHHispjwaxL+7555+vr8JSF5lXiFoRUYttp408Rx3B66gdKI8oWXTjp3yOL+7/5ljUHUSjiMzhLBxVIUQJ6UP05kDBQZtQcFAOnwN72fEjYQ837Xj22We1aNEiSbl3CWoaIm2x7jvuuENS7qPC9f/gBz8oKXebZq/cd77znYa+8F246KKLJHW2Oly2nzuqlvohe5IxvQZ/nyj5ogKhDMZc5iGUCYzBjN2M7UUYY2+++WZJeSQJtVv0CqKMmCFs4403lpTPYVGhEMc1FCL4IL3yyiv1MZYyonrkgAMOkCRtuummDW3DmwOPKuYZ2sDrjOnXXHONpFxJie8Sqovtt99eUj424wVyzz331Mu4/PLLJUkXX3xxQ78eeughSdLnP/95SfncxtzDZ8HcVTYm4w0VFZTGmP6EsZbfB5AaSxijuVdlfuEelfmi3ym75x6J6iQeizqT3xE77rijpFyVuO2220qSdt55Z0n5HBfhNwzefu9///srt2myYgWHMcYYY4wxxhhjep6+CAFUjYTHqFZZRopiWUTMos8Hz9kjd+SRR0rK9x/De97zHkl5zvvvfve7kvJVvXe84x2S8pVX9v+i3GA/9Jvf/OZhahI8N3iOWiIqNKI/A14UZDghGoZqBDUE14DIEqvCtIlyV1hhhXpZRLNQrlB2jLihyKAuol4oM2IUi74TsaQNqDKiUzFKDyKGL7/8cr3OGCljTxwRTZz72avOZ0GmG57zmbOve++995Yk/fznP5eURyFR78yZM6ehre14cKRWllPeHMaYiUO7yg3GKsZDInBxLotKOR6lfHxj/zYZuVAooDhgTAbGJ8bymTNnSsqjioy9KNpQ9uHQz/5uMsOgGKnVanXlBIqJ2bNnN/QT5R3jG74dW221laQ8IrnXXns1bTuqCa4TbSWaxutczyuuuEKSdPjhh9evCf5OqEA4h3EcJczpp5/e8Mj1ot88j/NpCuZM6ndGLGP6C+6Do3ID4m8d7tn5/cDYy1jfagwZ7Qwk7WZAaXV8mZ9i1T6UHdeNzC+xLubJqOQAfrMwfzJfRnj/Jz/5iaRcSd6P+FePMcYYY4wxxhhjep6+UHBEZQLPY7aQlK9GSpVRPBdimSgW/vZv/1ZS7pxLRI3VNfYQ/8u//IukPML0gQ98QFK+J/jGG2+UlK/AsqqHN8fAwEBdBUI0isgZqgbaH704aDPXB48IyosqCFaFY1/pCwoI2jFt2rS6azNl4faMOoJziGbRP6JdnE+dKC84nmgYfeV86uPzoU9cV6KYg4OD9evCa9QVPUiIbKLkQHlBW4ky4q6PyzFZVliBRenBvnKysxA9bJb5JKUuSn134+vGmIkDWTrKlBtRkcU8EpUbUTlIZo+zzjpL0pDPRfTMwAuDcx988EFJw9UPsQ2oLHB7Z25ibI9ZP/DaiOXR9ylTptTLgu22205SnomFNqJg2WGHHSTlnlW0KSr6aBvO9bSRqNe8efMk5UoRlJIbbbSRpHyeWWGFFerjP3ML8+Fb3/pWSbnS4pFHHpGUe3QcddRRkvJ5hDI5n/LKxmq+M6gQjTGTG+5BUQOnYExFBYAaG/8Gfl/E41uVlaJdBUa75bfjd9FpHe3SjcwvKVByoEJEzQgovlEtMgfGNvBbie8M80o/YQWHMcYYY4wxxhhjep6+UHBE5QbPiWDFaHgq+g3F57FMov4oC4455hhJ+V43oi2f+MQnJOX7dP/t3/5NUh4p+sxnPiNJeuCBByRJl156qaTc5Z16UU3AmmuuWY/mERmin5TNSh7KCiJHrPSh3IjKFepE4QCUz0oie4NpK9dinXXWGVYG0UOid1xbzmFvNKuW9Jc6UYtEdUrM7MLxONETscOfhGjYiiuuWFd3oCohmkcZxawwxTLZg3777bdLyjMAsAJ76qmnSsoVHGTCiVkKjjjiCEnSj370I0mN159oauq7nPqutlIhGWPGFsZg/uZTGb6Av2PGP7w6ok8PY1L0JmK8IDo0ODhYnx8WLlzYcOw73/lOSfmcReYRxhj8olC/pdoafamAtu2///6SpP/5n/+RlF+To446alj7OTaOb7SJaBVt4jpQNyoK5hmUfUXlXrF85ulzzjlHknTSSSdJyhUezz77rH7xi19Iyufo2EbUhFzHou9Jse3MhTznkfk5BfOtMaY/+M1vflPpOO49o6/DaNCuAqNdRtsDZKJSltEGfyk8oOJ14vHMM8+U1J9eHFZwGGOMMcYYY4wxpufpCwVHKlqdipql/AqKio+4mki0isdDDz1UUh6dZ6/vpz/9aUn5HjpyFpPjmL3EuMbfd999kvLoVtzvi/IAtYE03AvjlVdekZRHklBN0CbUDqgDiG4R7eKROuk70S+eo7bgOMrnuMWLFw/L2AJRFRKVCqgmYiaY119/veE5nynnUy6qFJQgRPqiWmfVVVet+5lwTfncKZNjY+aCuAf7ueeek5Q7+7OaThaV6667TpL0d3/3d5Kkr3/965LyaCTXkz4ODg4Oi4ryPOUfE9U1zfw8jDFjC3+nZX+HUXHFmMLYENUCqbluxowZkvKxfq211qqPR0WPJClXVHz0ox+VlHsDlfn5MA7i+5FqC6/jxUE98f1W50YY16JyA3XdQw89JCmf21Ar4pfEvITa7te//rUk6d3vfndDPcznS5Ysqff3+OOPbygzqkH22GMPSfmearJsMRfRZlQ5zDu8zvydotk9gDFm8oBarAwyODHu4edWlSoZSlJ06sHRjYwkI1V5dCsrSpXz2i37zjvvlJTPB/wGZK7ikfkllo9avR+xgsMYY4wxxhhjjDE9T18oOGKUO5V5IuVXEKPeWZYlV+HY+xa9ID73uc9Jks4//3xJ0nnnnScpz7RB2VdccYWk3D+D6BqR+E022URSrtJAucBxg4ODdQUCETrKQolB5ImIT1RTpPZMRw8KjuP9qCqgbZyHwkHKrxvKgpRahrJ5RJWCCzQRNVasUVlEZ372VKMq4XpRLmqM1Vdfvd4/zo3Xh2N5H28TInjUjb/K1ltvLSnPdEO2lTPOOEOSdPLJJ0uS3vve90qSrrzySknStttuKynfP1nFPTp+L6MSBuzBYcz4Uba/NmaqIoofs6fEv2tgzGesYexBXXb33XfruOOOkyR9//vflzRc9YXC7B3veEfLtkb/j5h1pYyRjEXxXJ4zT5AZBgUH6jgULyg4mIfwZPrYxz7WtL5ddtlF0lCkNKoO42cxa9YsSfk8gUKD642aE4Uf17GYqaXYtuhLAu1eb2NMb/DVr35VUq6KS90D7rnnnpLyMSNmNuS3QIoqyo121Q0jza4CVeqtqoZot852z2tVZ6rs1PEcx2fH3M1cBvweSbWReQmF+Oc///n2OtDDWMFhjDHGGGOMMcaYnqcvFBxEQFjVhNTKZEq5EZUgxdeI/KCwQGHwyU9+UlIelf/5z38uKd9/jJLg8ccfl5TvESaKU1QWSHkkLuY2ppznnnuuHp1iry/eG0SrOCdmGmH1l/7xnAgREaToxRH9Rzie45pFGflMiIJFR/jobh+9Mugv1zkqMVBscJ2IotF39rDTR1a6ly5dOszNPqpBWEGlLM7FKwM1Cfver732Wkm5QoO2f+Mb35CUKzjIWX711VdLkg488EBJeVaWWq2WzIaSclDuVwdqYyYi5K5Pwd814yLjE+NVSrEBt9xyi6Q8+0fM3MG4uGjRorr6DQ8J5ibOITvIQQcd1FBGSjUR1XbjqRJjXuB6M5Y/+uijkqQHH3xQUq645PqmoC8oZ5YtWzbsfgJQauDjQdn4p/AZ4oVF2czbzB98B+I9QcR+SsZMLsiQgadG6v5tn332kTR8XuAes0y5AVXUwVWO7eS4qud14x6207JH0ueRtpvzUWPuuuuuknJlN78bmMtuuummpuXwe6SfsILDGGOMMcYYY4wxPU9fKDhSHhwxCs77MXIPzZQbwH5bVk6PPvrohve/9rWvScpX0Yj+s1eYvcF/+ctfJOVKDaI67G9GFYFqIEb6lixZUo/MbbHFFpLySBGeG0SUokoiZiqJGThiZC7u2Qae837cS1wsK6pA4mcS/TCIzHHd6AtqFJQx6667bkOdcZ849RMVK2ZIid8X2oRyA2dqInVRNbL55ptLyhUdrLzee++9knK1zyOPPCIpzyJw1llnScoz6vA+16DZ9Wk3ShpVNsaY0SeOMymiAqtMsfHMM89IylVeZN9inJw5c6akPNMGioYsy+rZUj71qU9Jkk444QRJ0sKFCyXlyoGqTARfH8Z7FBr0l+vP+MkYSzQsRUoB10y9wWd78cUXS8qzY5EZjTkLH64vfelLkvLxnefM6fiuoN7k/Ki8BBQi+EwZY3oT/HkijEcoO+L8wBgwb968rrQjy7IRe2hUqaNYTsqzoh2fkLK6ysrups9It/w8mLv4XRA9mZgXmPPxnwLUh/2EFRzGGGOMMcYYY4zpefpCwVF1VY6oTMxj36w8jsFzg9UzMmYQITriiCMk5YoCIPrP+SgUUGxwfFxx5Di8JVjBRcnw/PPPD4v+sdKHwiBG8Xk/emnE6xYzm0DMnpKKPhazzxC1KvM7YT84/WZPIW3nepHrec0115SUqydim7huRPp4zvGDg4PDFD6obWKZ06dPl5Srb1gh5bNASUOeaiKmb3/72xvOx3MDdtppJ0nSNddcI0naY489JA1FZ9t1i47E62uMGX3KsqaguGDsKGacagZj0ve+972G54yP/H0zLpLpCWXDwoULh6nbOIdjewnUDSg2iGBGDxJ8kGIf41yX8hmJxxfB64r5ESUG4/tFF10kKZ9H1157bUnSU089JUn61re+JUk66aSTJOXzDXWjzOCzjnC8MaY3wU+B+9gIGZfi/MD4h8o4etp1SieZ+0ZadtXXi+qIdj0yysbzbnnWtePJUXYdeZ05br/99pOUqxP5TqDUjwqOohK8X/CvHGOMMcYYY4wxxvQ8faHgSGWaSCk2ynwKitFv9vASrWEfM7mGicwRrb/tttsk5coN2sA+W7w1okqCtkU3/ZjxZM0116yXEYn+DUAb6G/0IIkO8ykPE9oUnxfr4b1YVyyTuonARcUFihlWK4luxRVd2p5S5cTjp02bNuwY1Da0mTbg94GKhEeipJSDcobV+XvuuUdS/h2g/A996EOSpLPPPltSruKhntmzZ5fuISx7fSLskzemXyCqnppLGNdQf6FUS3HrrbdKki655BJJuQdHak5jrCIzB/PMSiutpG233VZSb44J9Jfry5jLdUahgScWKji8rWI5Va9Bq+P/+Mc/Ssp9nhYsWCBJ+s1vfiMp9zQ5+OCDJUk/+9nPGs6/++67JUm/+93vJElve9vbJOVeHNxjpNrQraitMWZ8OOWUU1q+j99bBPUYY0VVUqqBdlQZ7aqKy5QfVXwt2qm3GaOl0KjSttQx7SpiYhYV4B6AOfCxxx5reB8l4fve976W5U8GrOAwxhhjjDHGGGNMz9NXCo7Ufq2qK4pFlQF74VApHHPMMZKku+66S5J0xRVXSJK23HJLSbnzLWWzX4oyiazxHIUCq3FE9lAkRJUF+7DWWmutYaoFyorqCVQfUS3CebQxleGE8ygnpQApKjooI/p+cC5tL2Y1kfLoFW2Kz7k+lEfkMpWlJZZf3NMYs6fEYymbfrOqzj5IMuGQvYaI3jbbbCNJuuWWWyTlK6zsxb7++utVhD12l19+uaQhdQ977GlbJBWJbDc7gzFm5Dz77LNNX+fvMGaTSmUuYUz56U9/Kin3YYjjAOWsscYakoYr2IpZRJhzehHGOZQpUbGCsg8PktT+43bVK8V7hHi/gFqEa/6nP/2p4X3GczLeMP5zHNlW8Ow48MADG8qL81CKl19+ue0MOMaY8ePII4+UlKt9428Q1HZxHGPMKfN4StGuD8ZI6LbPRasMLyOl06wsVSgrs2qf+C2QgmyNjz76qKS8rVGRP5nxrxxjjDHGGGOMMcb0PH2h4IgrYqlsH2W+BUWfht13311SHjHaa6+9JOVRGJQbKCuefvppSbmfAs+J/hOdQW1BBAZlQWxbzAaC10dxrzdlxX5E9QSKi6hyiP4YEI+P+79jfcXHWEdUdADHEYmkjpj5JfY1tp3zUHikMsfwOb3++uvDFC+seLK6jiIDrxPq5DOgzXhyRPiO4HKMsgPn/9NPP12S9E//9E+SpIsvvljS0N7tn//85w39SnlvlH2XUwoQY0x3WLRoUfLvDG8h3mfMSCmrGIMYtziPsWjmzJkN5UYlA3/3RHNefvnlnlZwAPMn+5BTc1a3KM6zXPvozYQXB9lR3vWudzWUwWdApoT4/p133ikpV6cwzxCl5TmKwTgXvvTSS1ZwGNNDHHvssZKG/1ZB3ZuKuqP+Gqn/Tjd8LVJlQqeZTsoU9520qcw7o922jiWxrTfddJMkadasWQ3HRbUPxzN/vOtd76r7Q01WrOAwxhhjjDHGGGNMz9MXCg5IrQyW+RJE74mZM2fW3Yr/4R/+QZL07W9/W1K+kkp05sYbb5Q03DuCqAvRn8cff1xSvi+XcojExAgej3Flt6jgiCoGiMqNGPWK56WiYvG6xOObqQliHfFcymT1MWY/icqLVGaY6OmBgiNedx6JfC5evHiY8gUlxqqrrtrQdvbA4eTPZ4XSg+fkraYNZHzBl4V9+vQJd30UHLvttlv9eN6L39VUZpsUvZg5wZheotkeWf4++fvlMUbhgXmA+eNjH/uYJOkb3/iGpHx8QwWGqiCO7SgHGauefPLJ+rhGBpdeJHXdRouHHnpI0tDngg8XcxUZ1XbeeWdJ+WeGiz3KDtQ2M2bMkJRny5ozZ46kPNNLHOOZfxi7eR4zJwwODta/N2N9fYwx7TF9+vT63zKgBttiiy0k5feK3FNyz4iCIzIaiowUZUqLds+r2vZu9m0kWWRa0U2fkFQWGn67kI0RNSiw24D5BY4//ngrOIwxxhhjjDHGGGMmOn2xvJ9SbKT2csVsIEC0bNasWfWoC1GYb33rW5KG+yngckxUhz11UQVAFIaVWaJCPFJ3dMUHonDF1UKiOKhGmnliSMOjiPQ/qiri8VGFEbO0xCjllClThnlpQMyCwv5jnhMNo854fvTWoC1ELKPig+gl2Qmob9q0afW2cN1QdLBSGvc78hmxuk7dfPbUwZ5pMiCQZWXu3LkNfWSv9WWXXSZJOvTQQyVJp512mjbccENJw3Nbp1Z34/sxgmyM6S78nccxSsrHDt5D6QfMBxdccIGk3KcH355ddtlFkrTddttJyjMyMS5GRV8cFzbZZBNJuVKw+F4vqLqqZjzrNswJzNMDAwN1Zd706dMl5fMEny1+HUTWiNJy7RnvUXawl5rML8w3qHJSXljNPj/q5H7DGDMx+a//+q9hr/H7AlDgwd13392yzHZVAyNRGaTOLVNBdDODy2grVjotfzRVJvE53k5RwRF9HCEeNxnxrxxjjDHGGGOMMcb0PH2h4IgRjpS7L1HtlBKB/XAvvviiTjvtNEnSN7/5TUnDIyXsjSObCu+zmka0B8UBz6OPBe/HPdUxWwiRu1qtVn8tKg1i/6MaIvY/RvtT0cFI9NEoZluhPygr6C9t5Zyo2IjeGzwSWYvXhXLi+RxPlDVmn1lxxRXrahjqKEbtimXiRhzrpo6YuYVoLW154IEHGq4F9XL8P/7jP0rKXfVXWWWV+n66hQsXNtSZimzGzyhmvjHGdBfGlCJxbEDtFcexH/3oR5Kk+fPnS8rHgtmzZ0vKo/2owoCxqMy5PmbSGktSEag4zxT7wNjI9eHY6GU1WsoN2vjcc89JyrNtrbnmmlpvvfUa6o73EbR16623lpTPaREUe4D64uyzz5Ykfe5zn2uoJ8Jnj2KwWLcxZmJCFivGsiJkh4peOij2ImPpuZEipZSvqrZrt+1Ff4uyujqtI3VeO9c7dU/eDX+PIvxOYc6Mv9fw8it6cXz0ox+VJJ111lkjastEpa8WOOKNB/B6lBTHrRt77LGHJGn77bevG0meeeaZkqQ999xTUv7lwSQIaVlc2ODHbGrRBZlqJLax2R9P3GITt9rEm9vUVpO4OMBgm1ogiYs18Qf+smXL6oN5XATgRwHP6T9/pHERhv42W0Rp1qf4nO8AN5PFhZaYfi8ansY6kRLTVq5TTAHM1hS2w/A+36sbbrhBUr4o9sQTT0jKDQWPOuoonXPOOQ3tLfvuwlhJuY3pVxgfmm1N4aaDcSje1DJvPPzwww2vszBOylEWReGII46QVH7TNBZ/72Xp/BhXYwpTfpizPae4yIz5Nu8xrrEowLxbdfG9U6666ipJ+cLS9ttvX19sou643Si1tSSaw2266aaS8kWUZ555RlLeZxa3OG/fffdtKK/ZQpEXsI2Z2PDboQhbkNluwOLoH/7wB0n5PSSM9MdyNxdGxmIrStn53TILrZqqtko9Vc1Xu7UN5ve//72kfDsrxKDA0qVL9ba3vU3S5F3g8BYVY4wxxhhjjDHG9Dx9oeBImWumTEej0gNTMCIs++67r84//3xJ+YorW1KIvpAKjmg/ig6i9sDrHIfxC4Zk0VQ0GmDSF84vblGJ6gWOQWYbU89GNUBUukSzmng9UW6gYIiRpUWLFtUjmZwTj2WF+t57721oC6nzMF+K20V4HsuP6pWo4OBaECFdYYUV6tfjLW95i6RcTZJSuHBdibgR2SMKSV1EKuljVPfQZ/rKNWEb1Gc/+9lhkcrUZxE/y5HKAY0xrcF0sgh/Z/yNM95HFR3pxBmPMBGNW/VQnO2///6ScoPLWB+MpnIjzptxm2GsOyo3OA9lB31/4oknhm1XQe3AHMyYitkyaglAYTnSrTiM1ajpGNN///vf11U3pP0+9thjG/qVSuWNCuSiiy6SlN8rcB2I3jIPXHrppQ3n77XXXg3l893g+vEdK7bFij1jJgbvec97JDUqvvgbZryPCm4UHJHRUEFEunXvOB7baLp9fUazDyNVbtA25ix+C8XfdyS8uPnmmyf9vGAFhzHGGGOMMcYYY3qevlBwEFGKKUNjdCMqH1j5OuiggySpbiq2wQYb6N3vfrek3Ljl+uuvl5Svyka/ilgXbSDyhFFYKqUrbUmZbdJ2FB5FYn9RWnBdomcHdUSFBxEiiCuI+GjQl1T0snh96C/qByJzPH/wwQcl5deXz4BVSKJf0WyOcqiTttN30vHSZlbIN99887rKhgha9BSJq57Uxf55VlC5fnhuAFFX9pFjNrXPPvs0HI9yiJTD55xzTl3BQopZzEZTaXMhfgdsQmdMd2kWgUF5wHvFMbD4elSyRc8hxoJDDjlEUtqwcjy8NqizaHQtNfciKcKYzZge054Wy8BA7dprr5WUqyBQyx1++OGScoUf15N0iilVSRl4gHDeYYcdJkk677zz6q+x1zk110cVyrnnnispH/fvueeehvf5zFF0cF34Dnz/+9+XJJ1wwgkN16KZWWFUnkQVjTFmbDnmmGOGvRZVu3DbbbdJan5fP5oUx7JuqRW6bbJZZKwUyqPlJ1KFMrPS2AZUodFDsvhbCZX6kUceKUm68MILR63944EVHMYYY4wxxhhjjOl5+kLBEVc/U67mcUWMKBn+DCeffLKkIa8EovpEXVAcsD+WfbkQU7bisREznaQ8FuK+3ri/l/KnTJkyTJES/RiI9ET1R0olEjMAxAwmqCBiykOiRcW0iTHtFWWxgk1dKC54H9pZTb8AACAASURBVLXD7bff3vCIkgFneRQ0q622WkM9MSJKRIuIH22u1Wp1BQbqEbwyUKZQZsyawGfOdSL6B6QZZq8+5RHJY9849aJOIep76aWX6uMf/3hDP6kjpouNqWtjNDV6kxhjOgN1QTP422V+YOxApYUPA9H6ON7vtNNOkoarC8eDlJ9Dysuq6hgT54Ji+bzHfMn+dcZrPK/IQHXwwQdLypWRO+ywg6R8HCTlNvNQKtMJoC5hvkB9UYxsXn755Q11kPkglsmcNmPGDEnSQw89JCmfBxij3/e+90mSLrnkkobrgu/Kf//3fzctn7688MIL9bkZ7LlkzMSgmYoKL7/4d8vcMtp/v63UAFUVF1WP61ZfmqWJ7TajqTYZqedG1fOZV/jdwW+e4vnHH3+8JCs4jDHGGGOMMcYYYyYcfaHgiL4MMVJUzB9fhD1Lm2++uaQ8kv/hD39Ym2yyiaTcxZ1VWfwb2NtEmUT3o8dGVBbEtkSVRdzfHKNfU6dOHVZGVFxEZUc8jkgTChaiZahLYmSO4ziPtkXPk6KKIKpDUMJwDFEtvDZ4nUwkREbx0rjuuusk5WqII444oqFcFDdcG9rMvmaiXwsXLkyqaaJ/Co+0he8JTv8oMXi/6Jot5Z8H34no2UGkj/cfe+yx+uor7ef6RYVP9IBJvW6MaY84f0SPHSgq11BnwVVXXSUpVx7AnnvuKWm4cmMiECNP0bspHpcaY1JKkOLzsv3azHuMhzwy5m6//fYNxzP+cV2JjD7yyCNN2wjMC8cdd5ykfE980YE+elWliCoU1CfnnXeepHx+oC/UGa8vCsM4D1H/0qVLh0WCmU+NMeNLVHCst956mjt3riRpq622kpQr/kaqHChTC1R9vwpjrRLrRn1l/e/G9W9XedFtxQwZecjOxfyywQYb1L0Hf/CDH7Qso1exgsMYY4wxxhhjjDE9T18oOCAqNCDlc0FE5W1ve1vD8QsWLKjv9b3pppskSWuvvbak4a7lKAeiIzoRFiJEKY+E6KcR34/PiwqOlGdGSuFBG3iOOgIFAm1BBYCKgPJS6pTiKjDXA2hT9EkhSkVUasstt5SUu+ZzXvTSwHsjZguJ1zFmlEFxs/LKK9dXz/nMYr+iaoIyuS5E6nbccceGNvAY2zh//nxJ0tNPP91QHu1gxf/555+vXw++m9EPJJXhIF4H78k2pjNiVCuVLaRWqyWzd/zN3/yNpCFfHSkfi++9915J+bi22WabSSpXB4wFccygzX/+858l5eq5VJYyqBIVLFN/MAYzrqGiYB5B6ZfKGsL7VdvB57jrrrtKGprv8dAgMoZKoqx/vM+cc9JJJzU9LmYjI3sK9wwQv3/Fz4n/o1iJ5xpjxgb+fiNrr722/vSnP0nK76nvv/9+SeWZM0aqQCgrp1arVR7PUveeVV+vWm432lCVdtsKnXiDtKumqdpXPCTjb6z11luvruD48Ic/LEn65S9/Wbm9vYAVHMYYY4wxxhhjjOl5xj8sNAakMktAKtsIygVc0a+55pr660Tr8Z3AY4NsH0Tj46obkSNWaonmo0CAVCaUqOxgVa6oIiCaxTnx2OhHEX0ZiBzFbCuoKqJagOO4btFXpNiX1L5tiIoOPDT4LKKSA5VD9PvgOsc+UB595vzidWRvdNzbDFwHomJ8ljEbDcQMOsDnhLcL3yH27i9YsKDh9SeeeEJrrLGGpHxPf/wuQ/yeRAVH6jxjTHdYeeWVh41LxfekPOsH4xDzx29/+1tJuVcHnhJ4dIwmqahefD0qHVPZVKAT359UNIsxlusb55zZs2dLkmbNmiUpn2fj+VFtEmGcxNsDheZaa62lBx54QFI+jvNIWXym+HQxd8X5oep1OeywwyTlHk/f+ta3JKmeWYs5r1l5Vm4YM76gyou88MILw8bWYla/IqnnI/XaqHJcmaqurIxuKRSaHTNSBUurOqowGllWyuqo2tZ4HIpLfsdI+e+iyYYVHMYYY4wxxhhjjOl5+kLBAWU+BDEKREYUIvBnnHGGpKGI+1/+8peGsmJWDp5HVQjReR5pEwqO6KmQ8uCI6gLeX7Zs2bBzo9t77C9QBsoE1Cn0n7p4jNeLPhNJKraJdsTrEaOBEOsiUkckar311pMkzZw5U5L08MMPS8p9Q+JnG/dss4qJiz7tmTFjRv1Y1CTxOhDFixld+L5wHkqZ1Eor5/NdYBWVlf777ruvodypU6fW95Sj5Ijqm+gjk8rSY4wZGYwLkaKSLeXP8ZOf/ESSdOONNzacw9jBmMKYcMstt0jKM3uNZhakVLaUOEbTNuZC5g3GfZSAeBLFzB4pj45mbYmkMl0xlqKuePLJJyXl8yuO8iho+AwZq2Of8djCG4Wo1/rrr1+fJxiD2euMYmPOnDmS8jmM8RxvJjKxlV0H6mHO4jqjEOE8Xre/kjETD+6P49/5ggULtO222za8xt9yVTVEu++njmuWAatMJVKm9KtaTrvqk2L57XqTlNUx0vJGUldVqqpxUAOR5ZHfDq+99lpdJZ66T+l1rOAwxhhjjDHGGGNMz9MXCo64khizjMSsIkTJN9xwQ0l5NA3X9J133rkexQfOJRJE1ArFAVEcol6svrGaFlc/U0qOuOrXzF0/Hhv9GIAVZVbvqIvVY/aDx/3KPNI3yn/ppZcayovZV4o5oWNmkZhtIO6N5pGoIL4URLH23XffhjZwPg73RPZ4n77hXk0GgEWLFtX7y7Gcy2fLfm7aTOSOOmkbkb1Ulh76znci9pksLig6igqYmLEgKjNSq+hWchjTHRgfIsW/8+j9gGLg9ttvl5SPlURXokcOj3hwjKZyI0VUDzJe4fR/ww03SMrHO47HmyMqFtqhLEoVs2Kh6ECxwfW+8847G16PcxtqC+Z41HWcv9NOO0nK+4wHlJR/JnPnzpWUe3bRX+YH5ks8nsi8xuupCCiPKGVoM9ebMZ25kTmxCJ9ZzGJmjBlddt55Z0n5/XAz5QKKskin3hJVqaqi6KQt3Wp7lXJG6j1S1eukG5SV3e1Mh9xDrLPOOsljJuu8YAWHMcYYY4wxxhhjep6+UHDEyDlEdQTRNBQcce9w0TWePb5EqVKRpFgG76OeYOUsKjZoS/S7iHuOI4ODg8Oyl6RWAolOsUeLqFXMdJJSjUSfkajGiNd96dKlpZ9BVNNE/xCe4yQfs6lMnz69oe2PP/64pDxqRh9ZzcQzhXzQRUfrVOaVmE+a97meqc+Q86LzPxlR6APfCerjsbjKGjPlpPbJx8/G+7ON6Q78HUeK42BUPxDN5+8Vtddmm20mKVeH8f5b3vIWSd1XbtRqtcplMmagWsSPAq+JeB0Yc+gLfkmd0K77P3MP6stbb71VUu61dPbZZ0vKM5IwP+O1wfyx6667SsrVKbfddpukXMlBucW6mZNQ50SFJFlUUBVGj6o4lpOJjb7jv8LrlAOp76PUfA4xxow+p5xyiqTmamupUSEXleGdMhHv87qtTGjFROx/VTr1DWm3HH4LSemslr2OFRzGGGOMMcYYY4zpefpCwQFlK108Egkh2kHkvZiBg/2wqD1QEuCNQDQe13XKYqWM84jgRa+OmB2DaBBt4H0i+bRxYGAg6b0RlQW4ssf+cV70FeF99gtGFUFKuVHMmILaIWZJoT/4TcQ84NHll5Vu6mQ1Mu41pi/4aPD5bLHFFg3HUe9rr7027PtA1DVmAYifAWXH/qf23LGHnzbHrAPR+4T3pfw7ynupz7rMw8UY0xllERTGhyIoCzbddFNJuRriyiuvlJRnTGK8RyG4zTbbSMrHhm61vRlx/Lvqqqsk5VlAooItzjeMOahSUtkDWlE2TlWNBs6fP7+hTcwTeHBEnyR8MZhfaPt+++0nKc/OUiSOtXgncQ9AGcwjqAYhRs94ztyELwhz2IwZMyTl9xbAPFKm8jTGjB0XXHCBJOnjH/940/enTp1av9dDcdwpY6mSKKNqJpeRlN9uJpJUZpeRtKFYzmhmW4mMtA5+g05mrOAwxhhjjDHGGGNMz9NXCo5IXM3jOZESojlEVIjyz58/f9gxOCSzAkukiFUy3ie6QllxdTP6WFA3/g5RRRDPmzZt2rBzI1Fdggog+n1E7xHej8oWnscMKETHaNuSJUuSZXBdoqIj5XtBH1A1UB7XmT3XnI+zPX4XUXXC/uglS5bUr0tsQ/QHib4pMTMJz6PaAgUM1+vJJ59saEssl/qLK67x+sU6o3qkqKJp1lZjTHugpkANAPyNLV68eNgcw9hy4oknSpKuu+46SbkHBEpA/m433nhjScO9dUYT2kyGKVQmUUUXj+eRNqNGGUkbyl6P4xlj5bPPPitpeJQLpeT6668vSTrnnHMa3ifbyt577y0pV1ugtNxuu+0kDY27zEHR34IsZGRIi0q86PmVigKiCEQBgrcHc1icb5k/ivNs7LcxZmy58MILJUkf+MAHJDUqcSVpt912S2a3a1dxMBGUG9BtdUQ3yq+abaXT592k3f6lrleqbfgOSsPVgJMFKziMMcYYY4wxxhjT8/SVgiP6EcSVLRQPRNyJzPD6uuuuK2lo5Ytj2FPNqiyrZ+yH5VwUCjjKs7c6eihERQbESFXc71xUW6T2vEWFSnRvj3t4i74ekobl6o5tjeqLqAAZHBysl0lEiWMoA1+KuBoZ9zGjgCFKGJ36OX+DDTaQlEfDUEsQKeU60p7VVlutrpSIvicxgknb6C/vR1UF14XrjvcJGRLoQ9wPzueBKghnfylXsMRMLbFtqYw6E2ml35heJKWCaja/PPjgg5Kkq6++WlI+/vB3SwYO/i7x3Nh2222HlTVW4F+RUm5AnAfi+BmP66QvZZHMOAcRnWKeRmnJGMo8w/yz+eabS5L22WcfSbmi5ne/+11DPfRtv/32q2eJQVEBjOfxusQ+xHmCuQgFyM033ywpV5PQB7LXxO8fKhO+S8aY8YeMTYwdzcau6FcXGQ2PhyJj4d3Rbh0jaUuZmiHli1f2vOr5nTBan0GqPO5BJjNWcBhjjDHGGGOMMabn6QsFRypiFKM+rJ6y4kW0n73I7MedO3du/VjUDjyizIi+FNTBcTHyHtsS91zzeipyRbnFvqYijCgxyAQTM3BQNxEm6sZXhKgXEbp4fEoRsuKKK9brov94Zjz99NMNbeQ4HlE9sOpI9AxHeaJeqCTY/8z1wv2e/fK0kbahiBgYGBi2RzIqOGgr14PryT42rit79Inwcd1w2ed601baTl/oM21kb7uURyAhtcIc93kbY7pD9EMCxqzVVltt2FjI+EWWjpg5CYVBMauTNFw9NxbMnDlTUrkHBzBOzp07V1I+X06fPl1Sd/Ytx3Etqujw0Ljtttsk5V4bRx55pKT8+pOZBIUfY+wPfvCDhnKBtjI233XXXdpzzz0b2hK57LLLJEkPP/xwQ12U8cwzz0jKI7tHHXWUpPw63nPPPZLyeXX//feXlCv6ogs+c0LKe8sYM/b88pe/lCR9+MMfljRc7T0wMFCfH8rGxKpZQqqqACaicqMTuq0KGY/sKCMtO3V+St3dD1jBYYwxxhhjjDHGmJ6nLxQcKaIfQXxk/y7RtXXWWUfSUASeVbGFCxdKkt761rdKGh7FJ/oSM2mwX3aLLbZoeD1mv4C4Chcj85S/0korDXOUj34MrCDjW0E0EdUJfSCqFRUMRBVRq7Dnl/pQJDTzfUD1gXKDsugfUShep19cTz4DHlHZsMed60p0FWUGyg36yH5mlCC8vtJKK9X7QZ30g+vBdcSpnzpYhacNROq4PnhucH247nxHqAe3/Ji9Bwd/Kc8SE5U+8TvcrrOyMaYa0WMiUozsM84zlxC9RwXGmIPvBeMVY+9HPvKRSnWW0Y56AsXBIYccIkm6/PLLJeXjWgr6gg8GPlX4J9GnOPYWSbWP9qPAQF3C9UQFh+cS+9/x1MDXgrGV60mf4nhK21DWkI1rxRVXrM9Nc+bMkZSP0yhfOJf+0kbmX/rId+Duu++WJO2xxx6S8u/MvHnzJOXXk7nx05/+dENboweWMWbiwP1hVF49//zz9bGQ8Yhj2422j/bxUnV1w1jeY3bbY240PDZSjLbChbkQmD/6ASs4jDHGGGOMMcYY0/P0hYKjbGUxupzHfb2sphL1HxwcrEeKiAgRlSFKjwqCc9lDzXE8pw7qJrIUPTeIBsa2EnnicZ111qmvEEdvEeA5x6E+QZGAciEqOXjkOJQHUTFCpIk+sgd75ZVXHhbNon8oMIhgRoUFXhuoRvBFYX9zjGzGPY2sYqIcoV7UF7R99dVXH5YNhc+aCB2fMX1hTzSeGRwXvU1oI54cMYJHX2bPnt3Qdxz+t9pqq7rCBfUHSpUYtUspO+Lrxpjuwt/1G9/4xmHeS0TdUUMwlpDF6dJLL5WU+/yQkYPzO/WvwPcHf4xZs2YNUwWmwEvjox/9qKTc3wKPCNQmsW133HGHpHy+YMxG+cD4yVj/9re/XdLQGB39oODRRx+VlCv4qIMxet9995WUZ5/Bk4N5Ghjjoxol+lZxjVCK3HrrrZKkAw44oN5vfD3oH6DEYGy+//77JeUqnugDFbPvHHDAAZLyiBtqUT4P5m3aTF+aKWKMMeMLf+eRefPm1f3VuL+NCuaJ5Jsw2n4X7b7fTl2jzWi2tV2lB/PLlltu2fA6c2iRyZpRxb92jDHGGGOMMcYY0/P0hYIjrnwR8eB5zFzC+0TJiZwUjyO6T5SeqNYmm2wiKV+Jjf4dKAkoi/NpC8qDmMueSB4ru0T3if6jHli2bFndA4JITtxvzKpw3CPMeSgvOI5IFVEyXmclkD7ySMSK82jj66+/Xu837xHde+yxxyTlETgim6gdUJug/OA8Xo/XLSpc1l133aZtQ6XC9X/qqafq/+c9Pkvq4DpSN59tXFlFLcIj56O64Dy+Z/iJcB25brvvvrukoe8WKg++kykH/9RqL5+1lRzGjC6LFi2q++3ErFkHH3ywpNxz6Otf/7qkPJKCb8X222/ftGzmAZQZqOaI1uDRs9VWW0nK1WEoHl588UXtvffekvLxjLZFdUh8vvPOO0uSdthhB0nSLbfcIin3oojzKn1P7Stn3Dv//PPr5zFO77LLLpKkI444QlLuQ/Qf//EfkvLrd/zxx0vK58n77rtPknTdddc17UucdxmT4/5k5nnaw/j5m9/8pj6GUhbzIp8F6pGddtpJUj5/Mm/Slk033VRSrvyL2cjwQLnooosk5RlhIGZSK+KMKsZMDPj7j1n61llnnbqCmXEI9de1114rqf2of9Vofzf8H0ZaR9n5rZQdE0W5AZ1kXem2IgaYT4B5BS+sIqeeempbZfcK/pVjjDHGGGOMMcaYnqcvFBwxShMjJNF5N75OBJ+oWHGfLpEdVsU4B98JoiooCYjK0wac0lltI/KEDwZqClYEY5aQuG/3z3/+c70OollAnWRPASJstD0qNYi8oRI55ZRTJOVO9r/97W8l5dGvmHWE41ZYYYX6XkMUKPSP11Fu4OAfM5rgd0Gb8dBA0RH3NQOfD9eZNnIdiWK++uqr9TJ5b8GCBQ1l8vmjxokRTqJmHM/nQHQ2Ov3TN/aJE/nccccdJTVGFTmXyC118BnF7278fsQ2GmNGh2KkjrGER8Zo1AsxyxaKNpRa7373uyXl4+SPf/xjSfn4yNgeFQso4FCjMXbdf//9euCBByTlHj/4gPD6hz70IUnpDF6o5RjfGXMY27/whS9Ikq688kpJubIhFYkiU8nUqVPrkUs8L1CgRLUlviC0Ca8MPE6A88hwwnjJmEybGKuZl+gDMI/8+7//e30MpW7UOqgDGbdpSxyTo5IU9c3VV1/d0DY+e+Y4FB+cz5zQDI7h+xYzOBhjxpdarVYfbxinr7nmGknSnnvuKUm68cYb68dWLbOT46ooD8qyplTNQDJS9UjxvHh/O1JlR9VMMVXaNlqUfQ5R/cnv12b88Ic/lCQde+yx3WziuGMFhzHGGGOMMcYYY3qevlBwEMUgShb3BscoN1GxGB0reloQQYpZUFA54JiOJwdtIIKCczywcktdPMe/IebHpi+Ux/FFbwXaxD5lov5EmIjYRe8RVAHRjZ3rxf5nlCC0jYgV57GyyJ7jbbbZph7VJEsAz2krEceoVOB4+s11og58K2g7Sg3UGFxvIln4XqC04RosXry4rpKJagiuF2ocVkTpP9eZCCafFdeN8ugb0UD2xfO5EEVk73ZxzzXRPRz74775mGUnRgnjfnFjzOjQKorDmLHZZptJkj73uc9JyqP0RFRQd+HxxN89YwiKBFQXUY3IuIkHEfWtsMIK9bGVOQSVBGPkd7/7XUnpjEzxkTEHVSJRSJQIMUNJ5P3vf78k6atf/eqwOQnvJRQwH/nIRyTlcw6KD7JwxTmdcZK5KHovcRxj78knn9y0jcxPJ598ct03Bfis4v0GnxFqHZQq119/vaQ8Gw0KF9qAQua8886TJH3zm99sqI964phfhM/dGDOxqJIJC1VvvPccaSYOqKK2iEqBTr00Rnp8O2W2qzIZqWdJq+s6mmU3O445HvitxG+eYj3cH0w25QZYwWGMMcYYY4wxxpiepy8UHERvohN6JL5PlA2KK5jRQR2I1t91112S8igOOeuJlnEc/g60MXpCsPqGAgFlAkoRjkcJwfNi24rqhGL/eB6Ppy3sC4yvc52ISBXrLPaN8mfNmiVpyD+ECCVlcj1QqqBiIOoXFSuxDTwSqYrZaKJXCSoLriev0+bBwcG6GoQy8AXhOQoV2kLELWaX4TOcO3duQ520iX32RPIo98ADD2yob5ttthGwJx2lSvRPifDZF/tXfN0YMzq88MIL9b+zOJcwdkRPBFRhROoYJxk3GfeB8Y/xgDGIseZ3v/td0/qmT59eH9diRpGo/mqlECieRzko01BTMKaX8ZnPfEbS8Hmp2G7mUVRvzLPRVyuOezznuqb6AGXjYzMPo3hfETNcMfegKvzKV74iKVflMO9ceOGFkvI57ZOf/KSkfD4GFDjRI0WqFh02xow/rf5WGUMY11FyoLJrlzjGt3NOpF1lQllbUm2r4gdStU2demh0mullJHWmXk/1kd9QUbWH+rNZ+b/61a8qta1X8a8cY4wxxhhjjDHG9Dx9oeBgFTRGqiCuHHIcK2JETngsKhbKvA9QIhDlJ9JGlJ9oF87oZGyJPhas4HI8Eb2oIlhllVXq/Y1RQ46JjvpR5cD5USXB9YjKkBglozyO43HRokX1Y8ggElekiWZF/wr6j1M9ipXYRvrM8SheKIdIIO2gT0TVVl999fq15xz2u3PdeL7OOutIyj8j+kRkjc+KPXFEMok2zp49u6FN+LXsvvvukvLsBnDHHXfUFRwp5Ub8/qWyqljBYczoUvwbS0WnolcEai2i9kT18X5gPjn77LMl5WPH+uuvLymfV/CsYMzHqwKfiGeffTaZYaksYhTHkDhvNss2VoVmyg18nhgb8algbKVOxv04ZvOcsbuMdiKbMYtKhHmQzGiA+oTxHU8Oss2cdNJJLeulvui/VMTjuzETi6jAgieeeKJ+H5yC+1l82VBPx8wYzANkG0zRDf+LbnlolKklWqkyOs1yUtaGqoy03k5I1bXLLrs0PGcObDavwvnnn9+9hk1APAsaY4wxxhhjjDGm5+kLBUeZO23ct0vkiQgNxxHZz7Is6dJOdB7Yd4sb8i233NJwHsoDovs40BORQiWAwoG2oTjgccMNN2wop9heVAoxOwqRIKJ7OOrSJqJeW2+9dcP1iBk46AtqiZS7/hve8IZ6Gawq0i+eUyf9Yp846gj6QhviHveoGqFNRC7pO9cxqlOmTp1aV2BwDJ9p8Zhi/2IkbbvttpOUq1FYbUd9QvmssBLpe8973iMpj75+/OMfV5G77rqrni0hqpHidzdGV+Nju9FVY0x7vPrqq3WlWVT4xQg74xJjAWMI4yPjHePc0UcfLSkfm379619LypVtvM6YwhhOZpRFixbVxzPGG+aB1HzJXLT33ntLylWH1PmTn/xE0nDFQrtkWVbvJ+PznDlzGp6jdGF+uPHGGyVV35sex0uuP07z3//+9yVJJ5xwQsN5ZDY566yzksoN4HpG+CzPOeccSdJ1110nKZ25BaiPe4pWahOuizFmYpBSKkyZMqWutOM+ODV24GvEuZyHNxHKbu57GSs6zeDRDcq8NkbibxHpVj/Kymmnnqr9brftHB/VP8yR8bdmrB8V5GSmLxY4IC5cxB958WaHmxkGHRYINt5443oaWH6Ip34wxjSdfPniDS43mfzo5QZ1xowZkvIBix/HmJNyI4jsddq0aXUpHP3gDwCZMzD4RfkuP8S5AabN8Q8kbkWJW16KaXWl5jefDORI6rg5xiSP7R3UTdkxdW9cyOCziltdaAvSb64V1/+VV15p2FJThIUMXufa0yb6x3PMfjiOxSdk1tzoIi2jT7vttltDvQsXLpQ0tKUlbgsqS+EVF0Di68aYzkgZVkKWZfVF4w022EBSeusA4xR/zzFdOGMwYxBbGeGDH/ygpHxMiYvZjM0f+9jHJA2NUZTF/MCP+2hkyvjFeMbxtLEdU7hm0A7aunjx4vr4xvVjcWWPPfaQJO25556SpAcffFCSdPnllzeUGbfm8UjKVs6Li/98DrzPIgSpv+fNmycpvzfohDhmIzP/zne+I0k67rjjJOV9BuaX1NYiGBgY8BYVYyYYjG+RxYsX1+8/ywJP3Jtyn8sYQgC1bNE1Rasxe/r06ZKGL5pgkh/h90OcR9o17qzCSOeeFN1cdKna707T7BJogHvvvbdSeV/72tfaqq8X8SxojDHGGGOMMcaYnqevFBxxy0lqawqRKdQEvH7xxRdLGpLHPvTQQ5JyBUCMwLF6ljJ7JMrPI9FAFBxRbULUjOeYr1E/SoglS5bU20CZrOqiHEAdgbyNFVfqJAqI4gAJMqqHCPXRFqJh9LXYJ64Dq7tEyogeEqmM6hnM9KIilaSewwAAIABJREFUIZqG8jyakPIcYvrFYrlxFT2myeU5Ub2iQSn9lPKIG9eDum644QZJ+Yo+0Ug+p4MOOqihfqKGl1122bDvKkR1TSq6F79XxpjOSEXkYMqUKfW5BBVWHCP4O+Q4xvEYiYupuOPfd0w3m6I4LzEuUydqBpQDjOcpAzzSut59990N5aAUTG2TiNsHmVcY8xctWlTvP+aiRx11VMNz2GqrrRraTp+Y2+gvSkj6xiNtjaak0Qz72muv1f9h7zzDLauqrD0KCQq2EpRQpCIUUGRKMggFElUUtcVCJYqhVWgRW/zkQUDURlDRhja1SgsiCiotIkmCIEjOkmMVAkWUoEiwqO+Hz9h7nnXWDufeW9y7677vn3vujmvvfc5a56w55phSqfSbMGFC64hbVKbENhnfD4/PvhbjMcw0GaFWmRkCwOjh79W5ccNKPX+v93dNf4f392V/h0wZqnKjDR67UkXZuuuuK6n8fup+KlVuzE2GUvZ2XsHjZ5relKoL09+kHutcPnZeBgUHAAAAAAAAAHSecaHgqJrdS8vbedbU2PwrNaScPXt2MXtp7wuTKg28jyNwXu9zeebVKgDjvGefZ/vtt5dUloFKywZ6Nu4vf/lLcU7PFFtBkF6fIz1pWVzv72M75y6N9KU+GJ6h9rV79jnei1imUCqVG6nSxV4jf/rTnySVxnaOqKUmmmnELTVxTUvb+pocnbRaZf755+/z3vD9c6TRf72dj53m5Mf3i1Tmk5sNNthAUjnjbaOolOuvv15S77M1VR4b6XqTlgIGgKHR9BmaMGFCXz/v/i9u0+Zv3TkGIW5f1Wfcc889kkoFoyM+Vi2eeuqpknoNrSPeb9q0aZL6/ULSiJL9l+K4tdlmm0mSttpqK0mliXaKx7CPfOQjkqRzzjlHUllqOzXaTttgqiKBHtNs/h29mqr6VhugegzzWJOqPFM8Fnl88XvGEbkmxZBxRA8Axg5V40VUg/k79yvFIB4W/q7uffx/07FfSb+3kTIHHY22V527qi1Tp07t+d+/lVLS/V5Jhc1og4IDAAAAAAAAADrPuFJwNM2MOaKV+kCcffbZksqc4htvvLEou+cInSNzzlOza76Xp+VdHa1J22AFwr777itJ2nDDDXuuxb4Odk12m62uWHDBBYsIkFUjXufok9voyJyvwdtZkeDrtZok9RFJc33TGerU0+Tpp5/ua2/qYeK/PqfX2+8i9fdIZ6DTagNpeca0DJfPY4+OZ555poiUeZmjf2mOm4/h++hz+Bn5ON7OfiNu2zbbbNOz/l3velfPtVx66aWSpF/+8pfF8atm3KsqA1VFC6miAjA8/Pl2H5Ir7VelkmirvJibucVVfYnVEi696uuyEqFKuZHiaKQVHKl6zGNhWm57ww03LHyhnJPehJ3+p0yZIklabLHFes7ZRNV2HkPtVO/necEFFxSvfW631RXOqqoMGL9vPL7YT8RYEegxrwnfvxdffLH1PgDwynDIIYdIKkt1j6ZKwAylzGnb7YZbHrZNuwatzDLUc7ZVuuSudajVUar+T5X4/r3h8bkJV+0aD6DgAAAAAAAAAIDOMy4UHGkUzZE3R7v915Elz8JZefC9731PkvS+971P0j8VEFZDWFmw8sorSyqjLm9961sllXlqVnJ4e6sDXNHESg1Hdary9ezhsdpqq0mSbrvtNkll9GfrrbcujnHttddKKmfsdtxxR0lljrQjcw899FDPOR398v+p879nEO1B4eV29bXSwTnI/l+S7rzzTknSTTfd1HMfnOvsY/k63Xa30W74fjZVDv+e9fS9sLLDka30Pvu5LLLIIoUaIq0+k0YuUzWKZ1J9Ll+33yt+L/i9YlwZIK2UYHdq36vcTLDfq6lSxW1PZ3tTrxMAyOM+Jv1cprgPq6qSIXXj8+a+w4oC94nuv1KfqCaaIkrum+wrZWXhq1/96sLHIu2/qvA9T9Uiw3XZT326PO5Onjy52MbeSq6yZkVfit8Dvr/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\n",
      "text/plain": [
       "<Figure size 1440x720 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# display PET resolution images\n",
    "\n",
    "def crop(x,f=0.7):\n",
    "    i =  int(np.ceil(x.shape[0]*f/2.0)*2)//2    \n",
    "    return x[i:x.shape[0]-i, i:x.shape[1]-i]\n",
    "\n",
    "i = 40\n",
    "fig, ax = plt.subplots(2,3,figsize=(20,10))\n",
    "ax[0,0].imshow(np.rot90(crop(t1)[:,i,:],1),cmap='gist_gray',vmax=500),ax[0,0].set_title('T1',fontsize=20), ax[0,0].axis('off')\n",
    "ax[0,1].imshow(np.rot90(crop(pet)[:,i,:],1),cmap='gist_gray_r'),ax[0,1].set_title('PET',fontsize=20), ax[0,1].axis('off')\n",
    "ax[0,2].imshow(np.rot90(crop(mumap)[:,i,:],1),cmap='gist_gray'),ax[0,2].set_title('mumap',fontsize=20), ax[0,2].axis('off')\n",
    "i = 80\n",
    "ax[1,0].imshow(crop(t1)[:,:,i],cmap='gist_gray',vmax=500), ax[1,0].axis('off')\n",
    "ax[1,1].imshow(crop(pet)[:,:,i],cmap='gist_gray_r'), ax[1,1].axis('off')\n",
    "ax[1,2].imshow(crop(mumap)[:,:,i],cmap='gist_gray'), ax[1,2].axis('off')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(<matplotlib.image.AxesImage at 0x1a788d08278>, (-0.5, 151.5, 199.5, -0.5))"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# display MR native resolution images\n",
    "\n",
    "def crop(x,f=0.1):\n",
    "    i =  int(np.ceil(x.shape[0]*f/2.0)*2)//2    \n",
    "    return x[i:x.shape[0]-i, i:x.shape[1]-i]\n",
    "\n",
    "i = 40\n",
    "fig, ax = plt.subplots(2,3,figsize=(20,10))\n",
    "ax[0,0].imshow(np.rot90(crop(t1_h)[:,i,:],1),cmap='gist_gray',vmax=500),ax[0,0].set_title('T1',fontsize=20), ax[0,0].axis('off')\n",
    "ax[0,1].imshow(np.rot90(crop(pet_h)[:,i,:],1),cmap='gist_gray_r'),ax[0,1].set_title('PET',fontsize=20), ax[0,1].axis('off')\n",
    "ax[0,2].imshow(np.rot90(crop(mumap_h)[:,i,:],1),cmap='gist_gray'),ax[0,2].set_title('mumap',fontsize=20), ax[0,2].axis('off')\n",
    "i = 128\n",
    "ax[1,0].imshow(crop(t1_h)[:,:,i],cmap='gist_gray',vmax=500), ax[1,0].axis('off')\n",
    "ax[1,1].imshow(crop(pet_h)[:,:,i],cmap='gist_gray_r'), ax[1,1].axis('off')\n",
    "ax[1,2].imshow(crop(mumap_h)[:,:,i],cmap='gist_gray'), ax[1,2].axis('off')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
